{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/srv/conda/lib/python3.6/site-packages/dask/config.py:168: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
      "  data = yaml.load(f.read()) or {}\n",
      "/srv/conda/lib/python3.6/site-packages/distributed/config.py:20: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
      "  defaults = yaml.load(f)\n"
     ]
    }
   ],
   "source": [
    "# depedencies\n",
    "import getpass\n",
    "from topolib.subsetDat import subsetBBox;\n",
    "from topolib import IceSat2Data;\n",
    "import glob\n",
    "import rasterio\n",
    "from topolib import gda_lib;\n",
    "from topolib import dwnldArctic\n",
    "import numpy as np\n",
    "import geopandas as gpd\n",
    "from multiprocessing import Pool"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pflug example script showing data comparison between IceSat2 ATL06 and a reference ground DEM employing tools in the topolib library"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ONLY ADJUST PARAMETERS IN THIS CELL!!!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# inputs\n",
    "# if want to explcitly define bounding box, raster = None\n",
    "datafolder = '/home/jovyan/data/'\n",
    "datafolderOut = '/home/jovyan/data/out/'\n",
    "\n",
    "#if have raster define raster, if not, use None\n",
    "raster = datafolder+'Tuolumne_snow-off_ASO.tif'\n",
    "# raster = None\n",
    "# if defining extent using the raster, then rasterBnd = 1, else rasterBnd = 2\n",
    "rasterBnd = 1\n",
    "\n",
    "if rasterBnd == None:\n",
    "    # Area of interest\n",
    "    boundaries = {\n",
    "        'LowerLeft_Lon': '-138.9',\n",
    "        'LowerLeft_Lat': '60.7',\n",
    "        'UpperRight_Lon': '-138.8',\n",
    "        'UpperRight_Lat': '60.8',\n",
    "    }\n",
    "\n",
    "# Specify the variables of interest\n",
    "LIce_var = ['atl06_quality_summary','delta_time','h_li','hli_sigma',\\\n",
    "           'latitude','longitude','segment_id','sigma_geo_h']\n",
    "variables = {\n",
    "    'beams': [\n",
    "        '/land_ice_segments/'+LIce_var[0],\n",
    "        '/land_ice_segments/'+LIce_var[1],\n",
    "        '/land_ice_segments/'+LIce_var[2],\n",
    "        '/land_ice_segments/'+LIce_var[3],\n",
    "        '/land_ice_segments/'+LIce_var[4],\n",
    "        '/land_ice_segments/'+LIce_var[5],\n",
    "        '/land_ice_segments/'+LIce_var[6],\n",
    "        '/land_ice_segments/'+LIce_var[7],\n",
    "        '/ancillary_data/atlas_sdp_gps_epoch',\n",
    "    ],\n",
    "    'other': [\n",
    "        '/orbit_info/cycle_number',\n",
    "        '/orbit_info/rgt',\n",
    "        '/orbit_info/orbit_number',\n",
    "    ]\n",
    "}\n",
    "\n",
    "# Custom time range of interest\n",
    "# define full_per = 1\n",
    "full_per = 1\n",
    "time_range = {\n",
    "        'start_date': '2018-10-01',\n",
    "        'end_date': '2019-01-01'\n",
    "}\n",
    "\n",
    "# Enter your Earthdata Login user name\n",
    "user_id = 'jpflug'\n",
    "# Enter your email address associated with your Earthdata Login account\n",
    "email = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# will function for fetching arctic DEM dataset\n",
    "def fetch_arcticDEM(bbox,dest_folder):\n",
    "    \n",
    "    #make a directory for ArcticDEM files\n",
    "    %mkdir ArcticDEM\n",
    "    %cd ArcticDEM/\n",
    "\n",
    "    #download the Arctic DEM tiles from PGC\n",
    "    !wget -nc http://data.pgc.umn.edu/elev/dem/setsm/ArcticDEM/indexes/ArcticDEM_Tile_Index_Rel7.zip\n",
    "    !unzip ArcticDEM_Tile_Index_Rel7.zip\n",
    "\n",
    "    #define the bounding box that you want to download DEMs for\n",
    "    bbox_w = bbox[0]\n",
    "    bbox_s = bbox[1]\n",
    "    bbox_e = bbox[2]\n",
    "    bbox_n = bbox[3]\n",
    "    \n",
    "    #read in tiles from the ArcticDEM\n",
    "    tiles = gpd.read_file(\"ArcticDEM_Tile_Index_Rel7.shp\")\n",
    "    tiles = tiles.to_crs({'init':'epsg:4326'}) #transform to WGS84\n",
    "\n",
    "    #intersect the \n",
    "    intersection = tiles.cx[bbox_w:bbox_e,bbox_s:bbox_n]\n",
    "\n",
    "    download_tiles_ids = intersection['tile'].values\n",
    "    dest_folder = [dest_folder]*len(download_tiles_ids)\n",
    "    input_var = list(zip(dest_folder,download_tiles_ids))\n",
    "    \n",
    "    with Pool(10) as p:\n",
    "        p.map(dwnldArctic.arcticDEM_download,[tile_id for tile_id in input_var])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load DEM\n",
    "if raster == None:\n",
    "    bbox = [np.float(x) for x in list(boundaries.values())]\n",
    "    fetch_arcticDEM(bbox,datafolderOut)\n",
    "else:   \n",
    "    ds = rasterio.open(raster)\n",
    "    dem = ds.read(1)\n",
    "    dem = np.ma.masked_equal(dem,gda_lib.get_ndv(ds))\n",
    "    xmin,ymin,xmax,ymax = ds.bounds\n",
    "    ds.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m  \u001b[0mdwnldArctic\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marcticDEM_download\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput_v\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mDocstring:\u001b[0m <no docstring>\n",
       "\u001b[0;31mFile:\u001b[0m      ~/topohack/topolib/dwnldArctic.py\n",
       "\u001b[0;31mType:\u001b[0m      function\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "? dwnldArctic.arcticDEM_download"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-119.78855601487822, 37.72826260439459, -119.2000171661589, 38.19435356884997)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# preprocessing\n",
    "if rasterBnd != None:\n",
    "    [L,B,R,T] = subsetBBox(raster,ds.crs,'epsg:4326') # now read projection from DEM, convert to WGS84\n",
    "    #[L,B,R,T] = subsetBBox(raster,'epsg:32611','epsg:4326')\n",
    "    # Area of interest\n",
    "    boundaries = {\n",
    "        'LowerLeft_Lon': L,\n",
    "        'LowerLeft_Lat': B,\n",
    "        'UpperRight_Lon': R,\n",
    "        'UpperRight_Lat': T,\n",
    "    }\n",
    "L,B,R,T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Earthdata Login password:  ········\n"
     ]
    }
   ],
   "source": [
    "# Earthdata Login credentials\n",
    "password = getpass.getpass('Earthdata Login password: ')\n",
    "\n",
    "# Setup a search session\n",
    "search = IceSat2Data(user_id, password, variables=variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'beams': ['',\n",
      "           'land_ice_segments',\n",
      "           'land_ice_segments/atl06_quality_summary',\n",
      "           'land_ice_segments/bias_correction',\n",
      "           'land_ice_segments/bias_correction/fpb_mean_corr',\n",
      "           'land_ice_segments/bias_correction/fpb_mean_corr_sigma',\n",
      "           'land_ice_segments/bias_correction/fpb_med_corr',\n",
      "           'land_ice_segments/bias_correction/fpb_med_corr_sigma',\n",
      "           'land_ice_segments/bias_correction/fpb_n_corr',\n",
      "           'land_ice_segments/bias_correction/med_r_fit',\n",
      "           'land_ice_segments/bias_correction/tx_mean_corr',\n",
      "           'land_ice_segments/bias_correction/tx_med_corr',\n",
      "           'land_ice_segments/delta_time',\n",
      "           'land_ice_segments/dem',\n",
      "           'land_ice_segments/dem/dem_flag',\n",
      "           'land_ice_segments/dem/dem_h',\n",
      "           'land_ice_segments/dem/geoid_h',\n",
      "           'land_ice_segments/fit_statistics',\n",
      "           'land_ice_segments/fit_statistics/dh_fit_dx',\n",
      "           'land_ice_segments/fit_statistics/dh_fit_dx_sigma',\n",
      "           'land_ice_segments/fit_statistics/dh_fit_dy',\n",
      "           'land_ice_segments/fit_statistics/h_expected_rms',\n",
      "           'land_ice_segments/fit_statistics/h_mean',\n",
      "           'land_ice_segments/fit_statistics/h_rms_misfit',\n",
      "           'land_ice_segments/fit_statistics/h_robust_sprd',\n",
      "           'land_ice_segments/fit_statistics/n_fit_photons',\n",
      "           'land_ice_segments/fit_statistics/n_seg_pulses',\n",
      "           'land_ice_segments/fit_statistics/sigma_h_mean',\n",
      "           'land_ice_segments/fit_statistics/signal_selection_source',\n",
      "           'land_ice_segments/fit_statistics/signal_selection_source_status',\n",
      "           'land_ice_segments/fit_statistics/snr',\n",
      "           'land_ice_segments/fit_statistics/snr_significance',\n",
      "           'land_ice_segments/fit_statistics/w_surface_window_final',\n",
      "           'land_ice_segments/geophysical',\n",
      "           'land_ice_segments/geophysical/bckgrd',\n",
      "           'land_ice_segments/geophysical/bsnow_conf',\n",
      "           'land_ice_segments/geophysical/bsnow_h',\n",
      "           'land_ice_segments/geophysical/bsnow_od',\n",
      "           'land_ice_segments/geophysical/cloud_flg_asr',\n",
      "           'land_ice_segments/geophysical/cloud_flg_atm',\n",
      "           'land_ice_segments/geophysical/dac',\n",
      "           'land_ice_segments/geophysical/e_bckgrd',\n",
      "           'land_ice_segments/geophysical/msw_flag',\n",
      "           'land_ice_segments/geophysical/neutat_delay_total',\n",
      "           'land_ice_segments/geophysical/r_eff',\n",
      "           'land_ice_segments/geophysical/solar_azimuth',\n",
      "           'land_ice_segments/geophysical/solar_elevation',\n",
      "           'land_ice_segments/geophysical/tide_earth',\n",
      "           'land_ice_segments/geophysical/tide_load',\n",
      "           'land_ice_segments/geophysical/tide_ocean',\n",
      "           'land_ice_segments/geophysical/tide_pole',\n",
      "           'land_ice_segments/ground_track',\n",
      "           'land_ice_segments/ground_track/ref_azimuth',\n",
      "           'land_ice_segments/ground_track/ref_coelv',\n",
      "           'land_ice_segments/ground_track/seg_azimuth',\n",
      "           'land_ice_segments/ground_track/sigma_geo_at',\n",
      "           'land_ice_segments/ground_track/sigma_geo_xt',\n",
      "           'land_ice_segments/ground_track/x_atc',\n",
      "           'land_ice_segments/ground_track/y_atc',\n",
      "           'land_ice_segments/h_li',\n",
      "           'land_ice_segments/h_li_sigma',\n",
      "           'land_ice_segments/latitude',\n",
      "           'land_ice_segments/longitude',\n",
      "           'land_ice_segments/segment_id',\n",
      "           'land_ice_segments/sigma_geo_h',\n",
      "           'residual_histogram',\n",
      "           'residual_histogram/bckgrd_per_bin',\n",
      "           'residual_histogram/count',\n",
      "           'residual_histogram/delta_time',\n",
      "           'residual_histogram/dh',\n",
      "           'residual_histogram/ds_segment_id',\n",
      "           'residual_histogram/lat_mean',\n",
      "           'residual_histogram/lon_mean',\n",
      "           'residual_histogram/pulse_count',\n",
      "           'residual_histogram/segment_id_list',\n",
      "           'residual_histogram/x_atc_mean',\n",
      "           'segment_quality',\n",
      "           'segment_quality/delta_time',\n",
      "           'segment_quality/record_number',\n",
      "           'segment_quality/reference_pt_lat',\n",
      "           'segment_quality/reference_pt_lon',\n",
      "           'segment_quality/segment_id',\n",
      "           'segment_quality/signal_selection_source',\n",
      "           'segment_quality/signal_selection_status',\n",
      "           'segment_quality/signal_selection_status/signal_selection_status_all',\n",
      "           'segment_quality/signal_selection_status/signal_selection_status_backup',\n",
      "           'segment_quality/signal_selection_status/signal_selection_status_confident'],\n",
      " 'other': ['ancillary_data',\n",
      "           'ancillary_data/atlas_sdp_gps_epoch',\n",
      "           'ancillary_data/control',\n",
      "           'ancillary_data/data_end_utc',\n",
      "           'ancillary_data/data_start_utc',\n",
      "           'ancillary_data/end_cycle',\n",
      "           'ancillary_data/end_delta_time',\n",
      "           'ancillary_data/end_geoseg',\n",
      "           'ancillary_data/end_gpssow',\n",
      "           'ancillary_data/end_gpsweek',\n",
      "           'ancillary_data/end_orbit',\n",
      "           'ancillary_data/end_region',\n",
      "           'ancillary_data/end_rgt',\n",
      "           'ancillary_data/granule_end_utc',\n",
      "           'ancillary_data/granule_start_utc',\n",
      "           'ancillary_data/land_ice',\n",
      "           'ancillary_data/land_ice/dt_hist',\n",
      "           'ancillary_data/land_ice/fit_maxiter',\n",
      "           'ancillary_data/land_ice/fpb_maxiter',\n",
      "           'ancillary_data/land_ice/max_res_ids',\n",
      "           'ancillary_data/land_ice/maxiter',\n",
      "           'ancillary_data/land_ice/min_dist',\n",
      "           'ancillary_data/land_ice/min_gain_th',\n",
      "           'ancillary_data/land_ice/min_n_pe',\n",
      "           'ancillary_data/land_ice/min_n_sel',\n",
      "           'ancillary_data/land_ice/min_signal_conf',\n",
      "           'ancillary_data/land_ice/n_hist',\n",
      "           'ancillary_data/land_ice/n_sigmas',\n",
      "           'ancillary_data/land_ice/nhist_bins',\n",
      "           'ancillary_data/land_ice/proc_interval',\n",
      "           'ancillary_data/land_ice/rbin_width',\n",
      "           'ancillary_data/land_ice/sigma_beam',\n",
      "           'ancillary_data/land_ice/sigma_tx',\n",
      "           'ancillary_data/land_ice/t_dead',\n",
      "           'ancillary_data/land_ice/win_nsig',\n",
      "           'ancillary_data/qa_at_interval',\n",
      "           'ancillary_data/release',\n",
      "           'ancillary_data/start_cycle',\n",
      "           'ancillary_data/start_delta_time',\n",
      "           'ancillary_data/start_geoseg',\n",
      "           'ancillary_data/start_gpssow',\n",
      "           'ancillary_data/start_gpsweek',\n",
      "           'ancillary_data/start_orbit',\n",
      "           'ancillary_data/start_region',\n",
      "           'ancillary_data/start_rgt',\n",
      "           'ancillary_data/version',\n",
      "           'orbit_info',\n",
      "           'orbit_info/crossing_time',\n",
      "           'orbit_info/cycle_number',\n",
      "           'orbit_info/lan',\n",
      "           'orbit_info/orbit_number',\n",
      "           'orbit_info/rgt',\n",
      "           'orbit_info/sc_orient',\n",
      "           'orbit_info/sc_orient_time',\n",
      "           'quality_assessment',\n",
      "           'quality_assessment/gt1l',\n",
      "           'quality_assessment/gt1l/delta_time',\n",
      "           'quality_assessment/gt1l/lat_mean',\n",
      "           'quality_assessment/gt1l/lon_mean',\n",
      "           'quality_assessment/gt1l/signal_selection_source_fraction_0',\n",
      "           'quality_assessment/gt1l/signal_selection_source_fraction_1',\n",
      "           'quality_assessment/gt1l/signal_selection_source_fraction_2',\n",
      "           'quality_assessment/gt1l/signal_selection_source_fraction_3',\n",
      "           'quality_assessment/gt1r',\n",
      "           'quality_assessment/gt1r/delta_time',\n",
      "           'quality_assessment/gt1r/lat_mean',\n",
      "           'quality_assessment/gt1r/lon_mean',\n",
      "           'quality_assessment/gt1r/signal_selection_source_fraction_0',\n",
      "           'quality_assessment/gt1r/signal_selection_source_fraction_1',\n",
      "           'quality_assessment/gt1r/signal_selection_source_fraction_2',\n",
      "           'quality_assessment/gt1r/signal_selection_source_fraction_3',\n",
      "           'quality_assessment/gt2l',\n",
      "           'quality_assessment/gt2l/delta_time',\n",
      "           'quality_assessment/gt2l/lat_mean',\n",
      "           'quality_assessment/gt2l/lon_mean',\n",
      "           'quality_assessment/gt2l/signal_selection_source_fraction_0',\n",
      "           'quality_assessment/gt2l/signal_selection_source_fraction_1',\n",
      "           'quality_assessment/gt2l/signal_selection_source_fraction_2',\n",
      "           'quality_assessment/gt2l/signal_selection_source_fraction_3',\n",
      "           'quality_assessment/gt2r',\n",
      "           'quality_assessment/gt2r/delta_time',\n",
      "           'quality_assessment/gt2r/lat_mean',\n",
      "           'quality_assessment/gt2r/lon_mean',\n",
      "           'quality_assessment/gt2r/signal_selection_source_fraction_0',\n",
      "           'quality_assessment/gt2r/signal_selection_source_fraction_1',\n",
      "           'quality_assessment/gt2r/signal_selection_source_fraction_2',\n",
      "           'quality_assessment/gt2r/signal_selection_source_fraction_3',\n",
      "           'quality_assessment/gt3l',\n",
      "           'quality_assessment/gt3l/delta_time',\n",
      "           'quality_assessment/gt3l/lat_mean',\n",
      "           'quality_assessment/gt3l/lon_mean',\n",
      "           'quality_assessment/gt3l/signal_selection_source_fraction_0',\n",
      "           'quality_assessment/gt3l/signal_selection_source_fraction_1',\n",
      "           'quality_assessment/gt3l/signal_selection_source_fraction_2',\n",
      "           'quality_assessment/gt3l/signal_selection_source_fraction_3',\n",
      "           'quality_assessment/gt3r',\n",
      "           'quality_assessment/gt3r/delta_time',\n",
      "           'quality_assessment/gt3r/lat_mean',\n",
      "           'quality_assessment/gt3r/lon_mean',\n",
      "           'quality_assessment/gt3r/signal_selection_source_fraction_0',\n",
      "           'quality_assessment/gt3r/signal_selection_source_fraction_1',\n",
      "           'quality_assessment/gt3r/signal_selection_source_fraction_2',\n",
      "           'quality_assessment/gt3r/signal_selection_source_fraction_3',\n",
      "           'quality_assessment/qa_granule_fail_reason',\n",
      "           'quality_assessment/qa_granule_pass_fail']}\n",
      "['NetCDF-3', 'NetCDF4-CF', 'TABULAR_ASCII', 'Shapefile', 'No reformatting']\n"
     ]
    }
   ],
   "source": [
    "# Show available variables\n",
    "search.show_variables()\n",
    "\n",
    "# Show available formats\n",
    "search.show_formats()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of granules:\n",
      "    8\n",
      "Average size of granules in MB:\n",
      "    22.242888808249997\n",
      "Total size in MB:\n",
      "    177.943110466\n",
      "Number of granules:\n",
      "    6\n",
      "Average size of granules in MB:\n",
      "    20.415529727933333\n",
      "Total size in MB:\n",
      "    122.4931783676\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Search for granules in bounding box without download through all datasets\n",
    "search.search_granules(bounding_box=boundaries)\n",
    "\n",
    "# Search for granules in bounding box without download for specific time range\n",
    "search.search_granules(bounding_box=boundaries, time_range=time_range)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of granules:\n",
      "    6\n",
      "Average size of granules in MB:\n",
      "    20.415529727933333\n",
      "Total size in MB:\n",
      "    122.4931783676\n",
      "Order:  1\n",
      "Request HTTP response:  201\n",
      "order ID:  5000000320546\n",
      "Data request  1  is submitting...\n",
      "Initial request status is  processing\n",
      "Status is not complete. Trying again.\n",
      "Retry request status is:  complete_with_errors\n",
      "error messages:\n",
      "['161151127:NoMatchingData - No data found that matched subset constraints. '\n",
      " 'Exit code 3.',\n",
      " '161176080:NoMatchingData - No data found that matched subset constraints. '\n",
      " 'Exit code 3.',\n",
      " '161209518:NoMatchingData - No data found that matched subset constraints. '\n",
      " 'Exit code 3.',\n",
      " '161210744:NoMatchingData - No data found that matched subset constraints. '\n",
      " 'Exit code 3.',\n",
      " 'PT1.738S',\n",
      " 'ICESAT2']\n",
      "Beginning download of zipped output...\n",
      "Data request 1 is complete.\n"
     ]
    }
   ],
   "source": [
    "# NOTE: file paths have to be explicitly defined \n",
    "# BEFORE submitting \n",
    "\n",
    "params = {}\n",
    "if full_per:\n",
    "    params['time_range'] = time_range\n",
    "\n",
    "# Submit a download order to NSIDC with no time restriction\n",
    "search.order_data(\n",
    "    email,\n",
    "    datafolderOut,\n",
    "    boundaries,\n",
    "    **params\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# glob to list of files\n",
    "ATL06_list = glob.glob(datafolderOut+'*.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# del ATL06_list[2] # x.to_crs crashed on this file\n",
    "# ATL06_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read hdf5 into a geodataframe\n",
    "dataset_dict={'land_ice_segments':LIce_var, 'land_ice_segments/ground_track':['x_atc']}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "## add recursively\n",
    "ATL06_gdf_list = [gda_lib.ATL06_2_gdf(x,dataset_dict) for x in ATL06_list]\n",
    "ATL06_gdf_list = [x.to_crs(ds.crs) for x in ATL06_gdf_list]\n",
    "ATL06_gdf_list;\n",
    "big_gdf = gda_lib.concat_gdf(ATL06_gdf_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot DEM and overlapping ATL06 lines\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt \n",
    "fig,ax = plt.subplots()\n",
    "im = ax.imshow(dem,cmap='inferno',extent=[xmin,xmax,ymin,ymax])\n",
    "#ATL06_gdf_list[1].plot(ax=ax)\n",
    "for gdf in ATL06_gdf_list:\n",
    "    gdf.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# separate flight tracks for line-by-line comparison\n",
    "df1,df2,df3,df4,df5,df6 = [x for x_,x in ATL06_gdf_list[1].groupby(ATL06_gdf_list[1]['p_b'])] #pick 1 ATL06 and seperate it into 6\n",
    "df_list = [df1,df2,df3,df4,df5,df6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-18.504121913466342 252.78507603111265 -0.5508148715942514\n",
      "0.38108416685124036 2.254291795882281 0.0394012211571492\n",
      "54.621960826755796 210.40869082124325 1.5931456372062454\n",
      "-2.1071135753721704 65.55715977971201 -0.09240064478711804\n",
      "-573.6537426757812 988.188457663341 -17.52319653474577\n",
      "-252.99052385602678 583.4285728236908 -7.37397841918064\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# comparison of ground data and ATL06 using a 20m buffer sampler\n",
    "# colors represent the flight lines shown above\n",
    "df_test_big = gda_lib.buffer_sampler(ds,big_gdf,20,ret_gdf=True)\n",
    "df_test_big['snow_on_off'] = df_test_big['h_li']-df_test_big['med']\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "for gdf in df_list:\n",
    "    df_test = gda_lib.buffer_sampler(ds,gdf,20,ret_gdf=True)\n",
    "    df_test['snow_on_off'] = df_test['h_li']-df_test['med']\n",
    "    ax.scatter(df_test['latitude'],df_test['snow_on_off'])\n",
    "    print(df_test['snow_on_off'].mean(),df_test['snow_on_off'].std(),100*df_test['snow_on_off'].mean()/(df_test['h_li'].max()-df_test['h_li'].min()))\n",
    "# df_test['snow_on_off'].hist(bins=30)\n",
    "# ax.scatter(df_test['latitude'],df_test['snow_on_off'])\n",
    "\n",
    "big_gdf['diff'] = df_test_big['snow_on_off']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f86e05f85c0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qEnzPOOvXvwg/7uOyiU6IgvdqDqDH5ukh7W/LXQu6cigd8LZK2fIJq0lTOXQ2W1fKp/a0dsQsB6R1+IOKOFaMl8+zvXqOcUgOatVyS73apk6KySAmoNoJaSPhuknZLOCHhuDU3HHhti3Bq/TmoCLRKaLX+GyLuTOFf/Tv/OU0nddMnPuhP3oOf8uFwlOnBN8zwPof30+0BlVP80fw9etflAptIWWMMcgJy8g0ShzyMZGYRoZJXQvaeOplT3+wwrlswBM0IgFTOYxxmGaab2vaEb0YUe1E7Cv8pmW8vsdwfcV2vUAbT7Poafa21BeOCGOVAm/lUJ0lOiAKfmhSgc8eFwTDVOGG1M6mVepuEBPwQ4Mfa/yJ6wqpIyMODdf+wV/kwv/2h3fiz1F4pimab+E0kjLbOmWEUbF+/YvywINJH8u3bQpcxs2SQYhCiIoYQw7CyTwnRElDEs2EnyrcuJMrcnFOpU4I00zJZlI76mWPqi1mtSUMNdFppoMV26vn6DcdIWi6pmdx4RCz7NN0W1RISNqyXNKEy2E2zvFTlb6OKQi7qUp6cuUw7Yhoj+/rGzyIg1fJmxg9f/3CH/uDO/uHKTxzFNmhcBpZfd/HAbj2D/5iavFSAST139qhBpKk4F3KEL3XhDyo4MOx/OC9zuPBSQO2fZvczpwmBJllhrqeqNqJGCRpvLkXGNJ023h9j/7aPpujlDU3zYhpJsyyTxlrn94o0CCdTVmNk9mnd9cStwuqu9a0+sJRWuQZFZzwo4hBUjeHBIJTiASkOqOp0t1I0XwLp50YhOBN3k6h8M7gbSpaufE4wO6m2kIUBMHo1KngrJmDawwybzJ2zqB1mH0fTC6sxSAoEzD7W1CRsG3w25bhcMl2vcBak1rYakuz2iYpYTgezjD7m2RDeVURnSZMyQXNTRV+MnNRsF70qYPi3BqpHe7qHgHQQfBjdUK7ToFXVZ773vo7d+RvUCg8FUrwfZ5z9B0vJkwVojTBCihu6EawJzwXIGW7uxVBRicfh93H913ngxtrnDW43MO7K6q1uWBWnVsDoGo3m+tEp5mOFkxDwzTV+KBompFutU06bN8eB95uQKqc6Q4mDWJsW1zfZqkjZbZVO1Ive8yqRy0nQp9az8JWYxYDbqiRqbqhE2lunSucEeTMyg7FWOd5zt7/8qdIHgfWjZ39d5X26NqiJKZs0mmsM0Ry4FWethkJQY6DbPZ1cM7MrWU7f996Zyt56TCNF3udMtaNIlrDdLCiP1gx9h3WGbQKNDl4AseBt52o9rfJnN2qZPSz7rCbjuFoibWGEIWqHanaKT23xhI2NaGv8X2aklONTQMbVSrC7XbPiQo8+nf+Mlf+7qfc9u908533PZ0/SeGZJsrtX04xJfieAWI4fqH5qcJbgxtqpm2bWsiCYhhaxrGZs966cjmrjVSVpe0GtAoEZ3D2xn1uu+6Gem9L9NlMZ6zy6HH62vYNQ9/SZ49grVO2LNpj2onm/BHtvdcwq3QfkPTd0DfYTce07XA5463rFOjr/TW6HY/HkIcGPxybqVerPk3l5TcckeQP4W16M1m//kW39fsUUzTjU0PWfG/3cpopwfcM4KcKu23TMEUOnN6lDHIaa6apZpxqpuzpoCWkwpTE7GQWsHmbxW4Kbuf5UDUT9WJIXQ2VY7q+SvLAtk3DD2NqA3NTRT+0WSP2NO1Is9qiuwnRHlU7/LbF5Um56DRh22CPFoxZIwaoKkez6unuu0pz3zV0N6XuB6+SPDHUOfNOG5VF4jw+HaOai4a6HedC4FOhf+MlfF9z9O0veeb+QIWnR1C3f3kCRKQVkfeKyH8QkQ+KyBvz8Ysi8i4R+XD+98KJ27xBRD4iIn8gIq86cfxzROS3889+WERuGf2fdPAVES0i7xeRn8/f/xMR+X0R+YCI/JyInM/Hv1RE3pdP4n0i8kVPdHIi0ojIv8zHf1NEXnriNt+YfwEfFpFvPHH8Zfm6H863rZ/sczlrXPxnH0mmOUOdssr8ju+dYehbrKuS5JCz3so46srStCNKh7n3F8BOqUg3B96d7roYGK7uM60XKchPFa5viU4xXdujXy/nAN61I4v9NfX+mugUYaoYr5xL48pOpew0B+LxaIkb05+uqhzt3ob6whH6XI8sPdLY5Bk8JgOf3Xoi3zcEa5KefHJgJAhVM6G7Kb1Z/MBT26IR3bFtZeGuYAS+KMb4V4HPBB4UkVcArwd+Ncb4cuBX8/eIyKcCrwU+DXgQ+BER2bXf/CjwOuDl+fLgrR74qbzKvg34vRPfvwv49BjjZwAfAt6Qj18G/maM8a8A3wj89Inb3Ozkvhm4FmP8ZOAHge/PT/Qi8N3AFwCfD3z3iXeg7wd+MP9yruX7uGvZaZ47nDNMYz37OOy0Xq0CbTNS1xPBK1zOOINXjHmMeLe9uKpcMtnRHp8Drrdm9u/1Y8V49dy8ksjm22rtWFw6gKiSE1r2BSbKnAnbwwXjwRI7JCnEGE+7t0lSQuUQHYgbjV93hLHKWW+TDXYUbttiNx12rG/4iCk6pKxX+9S+Zp58Aa7/nouzc1pwiv57Ls4/s7/yF3DvuPeZ+FMVngr5DfW2L09094l1/rbKlwi8BnhbPv424Kvz168B3h5jHGOMHwU+Any+iNwP7McYfyPGGIGfOnGbx+VJBV8ReQD4SuDHT5z0v4kx7gxV3wM8kI+/P8b48Xz8g0CbM9tbndzJJ/p/Al+cs+JXAe+KMV6NMV4jBfwH88++KF/3sb+cu5L73/aBnAWmaTRnj83SgVnrBRjGBu9Ta1lV23mCbVdkMyZ5+0Le9zY02G07Sxonp+WmvuHwynn6ocVHlfTaJhmpB5sKc4QUhFVtqfY3+CHpvG6qcE6jVaBe9Oh2BAnobkyygtPJWc3rE94O2fc3m/2EE0Y/IjF5Ejc2SQ4Sqb+tf8LfXf89F9Oqom07SxhmMaCXA+4tDe4nWuQ/fhw+cYh7a4P7mSXuX6UcwP1SkSeebU5OZj7VC3CPiDx04vK6x95//lT/W8AjpHjzm8B9McaH0+PHh4EX5Ku/GPiPJ27+sXzsxfnrxx6/KU+21eyHgO8A9m7y828C/uXjHP8a4P0xxlFEbnVy8xOKMToROQAucfMnegm4fiL4P+ETvRuYX3RBCEHPH8cfS1NP7J07QFWeadsy9O18+127mVZhXqa583zY/TwNYvi5rasfWvqpoatHunbAVJbxYEmMkv0hDDpKyn51wB4tsGM9B05RkRiSl0O1v032koOZdd155DgIYiLjejFLFbuMV+kTtpgn/IifDLupO5/HmHcm79Fp/EF+AztR1JTKIVWP/bEGWSrcO+7FvObRp/jXKjxpnoR2ewsuxxg/91ZXiDF64DOzdPpzIvLpt7j64/2nirc4flOeMPiKyFcBj8QY3ycir3ycn38n4ICfeczxTyNJA1/2BCd9q5897Sea3+leB/BJn/RJj3eVM8Eff+3nEbxBxeS3a63Bujxk4fU8Vmzyr8k7wzTVTENzQ5BWJ0zRIbWseZsCoejs16t9yi61Z3OwxzTV89p5pQO6dnmDccAO9exEFoMQts1x0ezEx0KlPWY5QM5sYw62YaqPgynpDWLatvP3yX/YUS8H6v3j/uMYhLh94jXz0w926C65qPl8js42SSo5WGFWffY1PnZUA7IvxYjqJ1Q4KgH4WSI+hxNuMcbrIvJukhz6CRG5P8b4cP7U/ki+2seAkx93HgA+no8/8DjHb8qTeUv5a8CrReSPgLcDXyQi/wJSMQz4KuDrspRAPv4A8HPAN8QYd+4mtzq5+QmJiAHOAVdv8UQvA+fzdW/5RGOMb4kxfm6M8XPvvffsanYqB0w71gx9snAMQZiswQU9yw4RwbqK9dGKfrPAe52Ka5U93kSRHcRQcdZYIWWXO7czkYi3hmloGF2FkkhlUssaJOP2adul3t7aYroB3U1M1/awfZv6ko2bhz92gc1vWmL2Ed4Z7exwY832cJVHpGUOvFU3Zqe06jhjHRp837D9rhdwEvfWBvfjx0E5Op0y7fw443rB1DfYvk3SxtX9tIXjaInLy0L9UOdujwX+qMM/YuDKTXbPFU41InLviWaBDvgS4PeBd5JqVuR/35G/fifw2iylvoxUu3pvliaOROQVWRb9hhO3eVyeMPjGGN8QY3wgxvhSUpXv12KMXy8iDwL/CHh1jHG3loD8RH4BeEOM8f89cT+3OrmTT/S/zo8RgV8GvkxELuRC25cBv5x/9uv5uo/95dyVvOTtD2GnmnFsmOzx2G2Ias58AYRIXU3onE3WzUTbDdkeMs4m67s2rp2OvPsIryqXxo6HGtu3HB7tMTlDYyyr/aNkypOd0ACqJvX4qsoxXdtj/ehFxqHB22r2mwhepeLfpk0taX2NPVzg1t0sOYzb9IayC9YxZItJHeZOD5uDo9u2yZ5SRfRywP5IM1/iWognVr81357GlmNUjEdL/FQRnElFt7zp2eeuil3xMIYsh7jU/ha2DeFI4X7uEvbXPpnhA//Fc/I3vzt4dgtuwP3Ar4vIB4B/R9J8fx74PuBLReTDwJfm74kxfhD4WeB3gV8CvjXLFgDfQqqLfQT4Q+AXb/XAT2e8+J8CDfCu3DH2nhjj3wX+PvDJwHeJyHfl635ZjPGRfHI/CXT5xHYn98+BnxaRj5Ay3tfmJ3pVRL6X9EsB+J4Y49X89T8C3i4ibwLen+/jrsZnv94Y09SaDwrrj7PeOuu0di6seYJXWJI8EUKSDoB5eszl1rNjlzNN3Y2IRI6urrB+NwkXqCqXCmI+SQ3NcgsqMF7fQ9eW7fU9rK3SzrhFz3C0nN8UdG0RFZmupbKCH+ukEUNa0jlVc+DdDXAAc1buYoU2HrttUZXDtBOmmUAi4bABHRCVTHd2n5fc21riJuKPlkwHS6Yc4GszYdppns5Lq5NkfizyNg61M4YPijhpuLZGQuDY9qfwTHCz2sUzc9/xA8BnPc7xK8AX3+Q2bwbe/DjHHwJupRffwFMKvjHGdwPvzl9/8k2u8ybgTTf52eOeXIxxAP7WTW7zVuCtj3P8/yO1nxUyj32RhmxOE0KyWXReY5SfW9JCEEIwGNzco6tUKjZV2TZSJM5iuvcaA/QHK+rFkEaWvU4bKrTHWkOMaVKtrtPtd+uH3PU9vNdUlaXOvgzOmfnj/rTpiHlYY2chqduRMFUp284ObCIxuaTVxzLJ7g1iLjie0JPd4YIYFbqZ0Kvc+aDA/UQLNi3odOsu7ajbjVRXyc9YL8b0/W6CznjIQx27BaKi8zRcEMI1jQpbpFuw/dCXo4Y1+vplqi882aFZeEpEnm7B7dRSjHXOCB9+zV8nxvqG9jIhJr9eBJ1DqFaBupqoKpvb0oRpqufABimL3Wmwc7EsB/HNwV4a3T1asd4sU0DPGXXwGpu9gXc+wNNY3+C527RJE94crY4HO7L7WvQKVXm6i4d5ZFoxHK6S9JHfQKrsklaf26CbCXu4pNr1+KqYbDVzQdCP9Vy4A/Kizimbc0eig7Cpk56bz9MYR5V16zBWuUMjBV7VTkmimJIZEBJBBaRKPcXSBGgUse1S4L38MHLtyrP4Vy88nzmbbyl3IS9/x78FUnY6jKkI5sKxhWSMQmNsykjnIOvxXuN2va3Go3XaVGGHOuutGpsdznYWk94bNtsF67Gd77fNvb2PHdrw2SS9aUf277mGrh2HV87n+9Fz0cxUFl072nNHICHZWh4tmLYt4zYt26ybKQ1i5IzU53Yz3Viae69TnVtT7W0wiyFlv9bkiTo57lhoI+FIEQeIVhH6JhXY8kh11Y75/HP2rOK8jVlfmlB7AXVuwtyzwdyzQXVTum+nk1HQJiBXHk2Bd7uBdY/9keMCXxnUeOqcVW+HkvmeET706i/E+YbJVQwnCm47KuNoaktl3Kzr7trPIGW7WqfhCm1SRwOkljR/IvDGKExWs50arDcsm4H7X/gJ6sWQNFOn8d5kk5vc5+tSBjyNNd4bQkgZ5m4oolttqRZD+nifZYPgTFq8md8YRIXj5ySB6NSxh0Pt0lBFN6WWsaE51mchabSNRSpP2ChCX6OYCHnd0S7rrZuJuhvTx9wsvyjtkcqhL02w14CS1Oc4TISr4A8XSRgr+zwAACAASURBVIsOyRBe72+R7YiYa6DULG3YH26RVYRK4X7pJZgHT7avF26O/LnX8lmhBN8zgrWGcarZjg0+a7q7DNcoT1dNiAS81yh1vFJoR9OOKQM1HlWlhZgu9wB7p7G2miWGYWwYbE2lHedXR7R7G7w187CGqSzeacaxmbVmSJKHUmEOvNp4utWW9vwRuh2xR8u0Hr6Zkiac5Qggbz6281LN+V9A9IRUAb9uCFOdhzPULD/oxUD1wIY4QDhsshVmS7AGu23nrFfn81Y6oCQeD3ccLvL5j+BINppO4w8XJ4Y/UrdIqrJHGEZoGwikYpwKMHhER5im5+IlcTYomm/htDNONXvLNfurNX92dYGSFAhFIrVOBSvlNUqFlHlWgWmsAcsLH7iM97A9OI9WAW0cOgc3SG5hu3a1bd+xHjpCFNrK0jQjbqgZ+i5lspVju8lFNp9Gh5vazu5pu+JVci/b0t17Db2/ZXr0XGrz8goxqZVtl/UC+bbHVo/2aIkYn4YgclYcxjqNNIfk66u7iercGv0iRzyCsKlwR90NBTk7NASvjsepg4JsNiSAWfVI9qWIW4ijZrpybtaST9pZivZI4+HiPuHSC1CH14E1eEWwGl0F8BHsxPjvX0Hz2e8BoP+dV6IPrxAW+7SfOXdnFjKnXT64XUrwPQP81pe+isE2LLoeEXjhxS0fv7xk0Yyp9QyhNjbtYcudCc4mp7N77nsYpdJkm6ktVTdSLYa50OW9ThuMg2aYagZbYYNOOm890bQjQ99hpxqtHQcH+3NXQ9tMmOyetrh4gNI+aalOU616zGqbN1M0aRW8zfLGVDFNxyZ1VW1Rys/ualMeT26qbeq1DQ0qu5/NQxs6pPtfTsRryXeYmDLUYA3BGoaDPaa8fFTnIqPOLWQ6+1Doi1twAiYiLbirbTJ0j8dFPqncLH3IAmhaYt3AZk3oFWEyKXhbizgPISDbIzZ/+NXozRXC8hL6+qOoYXMnXj6FO0QJvs9zPvTqL0Sp7HMQYecgOnmNObGhoqrSVou2HWgXA9vcApaGJ1JGudi/TL2MyUinbxiz7OC8Zpwq+uwJDFBpz3KxwdqK9XrJNNVzptu1A92iT9pxdkjbZdEA9bl16pGtXGrdcnreRhycyYMahqYd07iv0yzPbdGNTRszDldU7UiMgj1app7bxhLcblouUJ1bzz7A7vLejePBUeGHhmnbErzKzm1p31y17FMQXgyYS2ukBto8fXelwq271HPsdVqHpP2sC6vOpj/Alato52A9Eocqb/1QKGuIwafNzc4SlUacRR89Ckqhrpbx5McSeXb7fO8kJfg+j/ngl38RPtSEoKn1jTpuiMLoKoxK2a61FVr7pMPmNfMAPgaaOlX4o5/or18ieoW1FSEolEqBeTs1jLkPtjGOxqQ+26Fv2fQpkLf1RGUs3aKnro9NbiQPJZhuODY+P/FRMi3jdHNHQpIOjt3TTA6O/dV9xk2HqSzVYsgf+2Pa57Zt52xUtxN+26Iay/TwBfxYQRRUlTZrBJuy612Lm87rk1TuLdb7E+biNvkKbNM5qC4kX4o88KGNT0ZAF45Si1xj4WUXoalgsyGu9uBjV1PG61QqIo4Vyo2ghGgq6j/9fdT6EEKWU4zB/asLmK+59my+bJ5fRCmab+H04bymH1ts1mNXy0NAA3H2ehCJWK8RW6NcZJxC0n8lJq9fAtUy9bWOPYzXWuxY5xVCSWcdchHPR8WyHrm4d0jXDkn/7RdoCSy6nkv3XEUZN3ca6NrNyzB3fgsp+KVCGUGlSbbGor0GFfFB4YZ2ntLbjUEPR0vGoaGqLKZN2y3E+Hljhbt2LDkAabNxLphB0nKDBVwaI951ZuyyXp2n4vRyQO1bYgS84A87pHIEHL5vkt+vT7czqx59Ycr3D9JUIEJYLFCHB6mPeDLzOYTJEK1K3RKmQtaHsFnDdoAxQJUHQ/71izFf8afP1svmeUfRfAunjmFs6Kd6zkjBzbJDkzsK2soixDkrdiF1IVSVTT3B2xrUziZOsV0v0TpQNyNVbTm4do7t1DA5jRDZa3u2Q8cwplazvcWGtplYLDdU3YDPngp1N86TZ5AMf2SqMO2IaSdQcV6eaRa7j+9hbmvTxidXNFshLr2RtF2PyluPd+O9ZjmkjoMTrWUxSPJncCYV+PIbkbcG27cMm45paI7fYPJ2Zt2OqR3tSp3GkQXCCLqCcNTix+r4OamQsngDXNpH1lvwHlQOrpsNoU9tb8Ga9GlDxdRZrxSyPkQOrsEwEQ8iYVODikjtUaEMZpykyA6FU8OHX/PX2fYdkWRgPnlDrV2aTJMIRLp6Qoi0zZhMY6aKiKAkZZfiDFoHxsMVfriOKCBnqd4r7FThrKEfWqw3TMHwov1r+KAYbHIxa4zFaE9VT8mbIXv9EpjNaAiCqo8tIcmGOGYxpEWc1mDXHcqE2YwHoFtt2B6u5hHnph1QVdJX62U/b6zYeUGIDnN72TzpJhGp00bnqW/TnrmjJdPYIBIwlaNZ9NTdeJxBX18CYFZDtjNUiPGEoU6B1JnZ90JVDioFzsG5fcJqDxlH5PKjxEcdfr2H7+ssteTfQQCcR4YehgkQ1H9yjvjxifAoRKsRGXE/s8R8XSnAnWVK8H0e8Htf+cpZ+wQYp4YYk2mO31X3BaoqAjZ9rR1ap77e3ZSbzyO6RgW0DskCstW4oUlZntVMWQfd7XwbXcXkNefbLdupIQRFW08s2x6jPXU9YYxj3HbHxTJbEdyNBj3Vskc1lujU3L6lgfH6HjFnxMlZLeBJhbcQFF2bCnc7D4X2/Jrq3JowVkwHaURZGZdavqyZi3JuqpL/g0peDNOmZRxapjFNm1W1pdvbpCWfjcWstskNzSmiF/T+BmUiLCNShbRvLhfoauNQtUV1I9gAU2pTk/UW/vgRog24ayvs4SJJLcYjO0vPyYDzxLZDNhtYrYiTBRcINhdOnUbHJ97AcVdQNN/CneL3vvKVTLbCaI9SHmurZBvpDdYZRmewQWGnmigRiUKMkRjXeJ9cx/xjXrxGe5p6pO2SOc60rTA1TFvFwWYFpIEIHxS9rbFBczS21NrTGEtjLIuup+0GQpQbNmEEr9K6eq/mbDh4NcsCZjnkgJgkB5dHkEPeWrEr8m2OVjRdn7x6c4tad+EQvcj69PU9otNJelgM2KPl/Px2GbRITPvi1iuGvmPMa+e75ZbF/ppmf0N1bp0y5bFKbWsnxqNVY1F7DvvIOfqr+7ixxjQT1WJA583IcQARB0YT/+RRxEaik3nLMyRJR3YbNlQEl+SJeN8LkT/+E/wjhnji8UXFG4zb73aK5lu4I7js1QBwfb1Hb2ucV9i8JsieDKzKUdfpP21da462dRqaUAGb28CM8iy6lFXtptDUZomZInZScyvZNGp8VLjd/QvU2rFqBu659zLT0LBZL2dDnqrK2V8OtkoH6m78cxsgYlBJgw0au+nwU9qoEXfbNvI+OaXyMEYzzaY8fqqQ3jNe3Z8Db31ujRifVxZ57KYj5I6K+tyaGIThaJnenGLymOhWW9oLh2lzRhSil2war1OmJZHqnhFR4AeYDlbzos9mMcxZb7Qm9/8GCJGwDSgEP6TnFqPMC0h3coioNGghjz4Cy2UaujhpVxkVfsx+FG+6gOrGtMW5BvNN47PzIjvFlFazwrPOe1/5lQB8/rt/YT72+1/1N9j2e1zvlyeKaikrrXJwsqFmWU1oFdlsdDouaQmmVoEQZe5uUBJZLbaz9eI4NlhX0fgGF1NBbnIaF5L1pAsKkdQ/XGvPIu9om4YG7//8jjhj3A22j6nNTKX2rcamKbA8zBDG42KcdwZj/DzMIRLyuLNHNxP9oxdRyhP8Aj9WKfPMXrvBGmLOaJGIH6vZc9iseqZre9lTIgXwbrGlyeuG3HqR2tzyJot5Y4cJaTGWTl0M06ZLmbwKqcOiy90WOfsFYDPiLi9RWhGcwjuT5JI8rj0v9SRny12AR64SDhT+xFqksGtLi4LbtlTGo4yH5ROvRCo8vyjB9znm3f/5fzUHqLayvOL/+b/591/8IJCC2Qde9SV8xi//Ch969Rey2S45GjvG3bCERBrjMMozuor1VNMZS609lXHYqSYEDwhVlTwd+qwjahVYtD3Oa6rcCTGMad172yi0SYGmdxWVCozeYFSgqyy1drTVNHszuBNvBMa4VLjKbmAqjyYDEJKPrjLZZKdKizKj07htWtMz9N1sumNMul3bDZhmSjryJy6lDLKyKaDmzgi3bekPVmlTxrlUmArZBCh6Tb2XFnGOh8u53c3klUPj4Wpekinao6xJGSnHq+fDCEqDTDKbCrXLLaadUE0KvrvtHnGCcL0h2obgU7amdOoD3unRqrHo/T51NFyoIMTkrDaZJKXkjBvAbdu0XHTbpPuYRqQ+frO6q3gOd7g915Tg+xzy6//Z1wCSPv7n/tX3/I2/iZz4M4Sg+cCrvoRpWt0w2OCCQkuktxWVUmxyUN3135oobPqOSxcOAUVdW0Z30pgmzB/nx6lJPr4uTa01o6GJAe9ThgtwvhmSziyRrh7nwOi8pm3GeZOE3mXYXuGDosmOaKYdCXlkWNV23sm202Pd0DBsOoa+nXXeEDQhCP12QeVSt4Szhr2LBzSrlLH31/bRxjFuFilg1zav9NFMfVpPZJqJGITxkQvYvsV7M2fpm4O9ZJ1Z2XSeEkGHOfDtFmM+9O/+Cp/92R/k8GOX5sEQpQNISAWguFtVA+GgZrpyjvGgpdrfEh3HhvCNne+TOiIvOg91DZ9I02yqy9mwl9Tytz7We7016LEi9hqZLO6d92Fe/Yln8BX5fEDmgaCzRgm+zxEp8EJtHJV2DLaes1mds67JGQ6HBYs6renpbY2W9DHdZy12dIZJNFpFfEitY1pCXn+zhzJXUQqcZV4pBMzrfsCgVUiWkM7goyJGwzQJIaYg3+UWsp1GvFpu6bPUYEzaerEzXLdjjT9heONtXmIZBJ8zdpdlgbQPTvBTxTg0TFM9rzTSOskOu77bupmwU8U0Nmn0eLdLzaZR5GHb0i4G6tU2F7IC3lYo5Vnccw3dWIbL59muF7ic+YaQM+DdJgztkzewBIgKqRz1pQMwkb/6KR9F+gV7F3quXz4uJt5AXtZpD1bYdYcdW+wnFvMmDFWljFc1yepSVwGuHMB+BwHEQCS15gn5MXYFvxP/hr5BHWzh4O7TfIEnu4vteUcJvs8Bv/C5/w2NURiVd6h5k3x0o+BJksDR0LGeUmfBwdCy14xsbZVWskvEBo0F1G71exBq7VnWIy5odB6k8FYTFAR/wi7SpOwqxJSdjk4YbE1vUxvZpZWw2zzWGcteO7C/TLpoU1uc07PpulIRL5HNdpE2VeQgUVeOthkY+jZlfToF0Z0H8K4gZ094DU+2TgMOKiTviewmVlWW4BXNok/bM46WTGNNVVtMM7E5WKCNTzvioqTOh5jNs03KHMfre1z7s3tmgx5jPE3Xs9hf0144RDd2LswRBNET5vwGdcETBzBqAsw8Xh2D4MYau+kQE9DNRLR5es8aXF68KRJQxqK0x6y26FVPDArVOKgjXDoPm9y/q3IAbmr8UYNy6bjLGvCuS8RtW+LDqVB5N/6HLQW3wm3xzs/+OkQkfyS3qdBlK3xUDM4w5R1oJ9vBRCLr6aSsAJXyc/ErREGrlPHupIW6Sn4L3mm0TsHXB0WV9WCAg+0yt6ZpNrZmmnuEU1iHyAvPX0drRwgK59KQBTC3rO3eOHYWkzvvYD0EZL2auytOPhdIfry7STuTjX7aZmC52hyvEYpCt9ok45oomDqtoh+HhqFP48BhvcBUbtZfp02XRofzunulA9PRgkf++MXZuzidS92MtMueZn+DWQ5pC8aJTc2oZEMZjhQ4QbqJ6NJ2ZNNMqCEZDemDveMBC6dT8dCpuVXuwsvTWLDvDXrVI51H8MhS4NJF8A52+u3k0kDKQYP70xZ9zudPDMl7QumQViEFdbzSqHBmKMH3WeRdX/C30SoNQviQguHgU8Dd2HreIgHM8oEmUqlAQFBE9quRSjsub1bU2hNE0Ltx2ahQ0dMYx7nlmhgVEY33xy06RnmaeqIfWiZvuDIscEFh88BFqz1GRyLpI+3RdolWNdZrKu2pjeWwX7CdarSKc/Cfzzm/CeyCXMhN8TtJZbdmaIcxnrqaqOuJ1flDhs1ibiVb7K8Ju0y5HYlBUXXJgW0YWyZbcemeqzTLNBjhhnpeuLk52Es+FNuW6RP3zIMlIjEV2mqbLClXPb5vbnBZA7JUomBIXQ+y9ChtQUO97LFDw2ZaMfQt1aZD1RbdTYg6Doi7DE0kFS+j04jyMAnxAIRrsOqSkU5vCUcK0QH1QIvuDLIWwiNJXok+6d9epzc5UQEq6N94ie6776Lx41JwK9wuu2zPBc1gKza2Zsj6q5bIsppojcN6xdo2VMrTVZZKO9r8Uf1o6LBBUWuPljAH1a6yLJshBzmVJYBITAoiXT1RGccwNlzZ7HG17477doFGBVrtQKCpUvB85GCkt/elDoMcUHeTcSqm7LszNhX5lKfN52qMu6H9zJg07jyvhs+jz21eTjn0Lf16OW+O6BbbuUcYksm50uk2277De0VTH/cNT5suGZTXjoPLF5immmFsMMbR1NNsaQmpt1iptFbej9XxclCJqRVs15HQWfxhSxhr1PkBnVWJ9oVXcENNv8mdGdsu+VNEhextUmtaxvaaqvPEqAlDnabb8u829hFZAduRuE7Fuug0seswn6KZ3u/T9hCvcq90LrrVST/W3Yi5cHeNHMdScCvcDrvsz4W0Qfhwapm8RkugUoHGuJSFepV8F0ijvz4IYKi0Zzs1HI5p/NdHQRC0BM4vtrTV8Toan4tZMYDWEe/Ja+Jl1pN359Q7Q63CHMg3W0GvYnqMkCQRRZJCau1YNNPc+RByUDbKU1eORdendfPZ12GXpdTNhGkmhs2CcWhYrjazB++1Ry8l7Xlo0Nly0juDnxRV5Rj69obhDGsr2mbkwr1XqLsxfSwfa+pFz7TtODjcxwXNstvSZON1yYXMFMBDckybDEHv5IlkpiMSUSagapcWYM4ZsYImj0ifH1LHgg5EK0xjTT3UafJurI79JKKglEIkS0QuGcercx66fL/Og5K09Zi8HPJDl2F/RIYGN527IdjsNnioekK1Uxqs+bEGMWD+u7ujAFcy38JT5kve83/wS5/3tclRLKRptE2u7tcq4KI6MSyhCQijM0QtdMpyNLQMvmLwBi2RwRna3Nq1s4w0xt3Qdwsan4tt67GlqyaUJCnj+tTgo9BqT4jC1hv2lOVo6GjzAMD5RUAPIypn7E1lWbY9dWVnY/Wdp8OuH9fmTogqr+JRuY+4O38EpI3G3muW3cjR1XOzDty0I84a7FTjnZ6n2bxLU30xCtZWdO3AhUtX6S4c0l/bZ9gsWOyvsX3Ldr2gtzW1Tlmu94oqb2gWFdNIcm5H25mg7/yFde5NFhNQ7UTo69mqUkKA2qR9bGq3KijOO+2SzqyJUc2rhAA2j16g3dsgEgheY1oHywoWXdrddjQk28l1g1QO6TzxekT2Qjpu9dwVAsf9wpAKe0QhDhHVWdyPN2c/AMdScCvcJlpF1pNh6w1rW81a66ybVpExyxCD12khpEQWEllPLUMedoDUg1trz/nFltpYmno6Xk6pT2z3TYov1hu6akqB1lX4PO2mtceogMta9PXtgnvPXQcUXT1Q6fSfX+u00bjN9pK74RA5UVBTOrA4f8TUN6kDYW8z98zW59eYZZ+3aaTzG/uOfmiTGU/OfEMQ6sbNU27e63kzhtGe/XOHtOfX2E2HG+vkSrYOTEPDI1cvYZ3J6+tH6nbEGI+dqrQQM/v66tpSLcZkymNNMtDZFQubCakdIS/KFB2ykfpuWITZXW2WVfIbDUEIwWTzd4XdtmjjqZfbNDY8aRgcLEhZrwjxKPsb9w1cT6PN42+fZzxYpk8AQc3exN4lP2DRHlWniTlUBBPh3PFkXOH5Rwm+zyLv+oK/jfWpyLaxFUMOlEvtabWnVh5FymhTv61go+BtzaqeZm1YSaTNmyr2255FM1JnySHGXZYUMcYj4lHqePHk0djR24o+/6c+X48sK4sNinWoCQhRN9T1AGi06mmF2XJx6NP6dh38HHx2QweQ2qGqhaM5EZhUHi6QKq0RWlw6SKO7ElNGmN+AJlshzqTMvE7tZXasGcaW7dSk592kzG48WmCHBucM682Cawf7bKcGFzR7bU+ds0M3VfMCzegVbqrQcSdhuLRafqxgt+FZ+3n1+y7gxSD4h/fRLztESJ6+ks3nTz5vRWoLE+3n0eTuBVdZ3XuIGwVC7mqIMRXZQvLzlUVE+YFwdQ+3bVPhcGhwY4PPGTWk4mXwyWzHLIb0+8vZsuwpWK6emRfqKadkvoWnxC993tcy+BpFTK5jUXARjOSNwspjo0reuUERSM1ekP7TracaowKNdugcdGvjWHVb2mbC2tTy5fN/eu9VnkLb7WSLiHgOhsVxgU8FVnXSDaf88TtRs1j0+SN0YNgI3tdzj2xVpeLZrjjWtCPWpmGNnXmOqhyiQuoCyD20Yg2iwxxcgJSZbj2bfoEQ8VHRVtO8rLMfWq5vlnPBb/fmMvYtSiIHB+eYXMXR0M2/67ae0Nrd0FoGKYNt9rbz8xQVU89sSD3WotNH/ehSKxchZaGmsURfE7OkHj03SAsiEds3qMpTqYAiDXDEKCzvuw5BMK0njPlNYAK5soZKiH0kjinYJx06DZA4a3B5MGX3GErin1+7ZGIKvPfeQ1jtP+3X6fOBovkWnhKDr+htkht6Z1jnhnxHMsNxQdFpjyeFyl3nweANPgobV7FfT/NQRYySPBaaFBHGqZ4zsaqyeXhBATLLAt4fEeOSwWv6nGGup5rWHLdH+SgstUdEI5KC0jgdr203xoE1WRqYaJcpmK1W2zR4MFWpeFX3VKvsljYmbdVvG3Q7US17CIr+MNtVaocPbVoZ5NP+uXFoGMeGa0f7HI0trXGYLElcv36Obd+x6HoePTxHiMKqSXaWaXddWtq53EuDIbv1RaZOww5zRuvVnBWLDmnbsKRim9+0x+1n+edxEBCINo0T78zqx+wyt9hfUy1G7LqbddpISMb0u2GYTYsKE2ppkZCm2WJfJT/ia3vzdowLn/VRTDfxJ//ms5D8Bp2KgdmsSMXjzom2JZy/RP2K33pGX7OnkdLtUHhK/F+f/fWzzLBxht5pbJQb+2OdzsHDs9CeZZYRTEwfyxVk60g1/2fs6gnn9Gx0DqSM9IQMEEnFPRFYdQOf6A0uZ9a1CtioqHe3hVlPTsEiabrjVFNXDq2Ptw/v6NdLusWW/mCF0oGqG2b/WT80IIEwVcmgXfu5H9b1bSrOTUuUxGQOlIdNrvdL1mPa23Y0ttlLWOiqlKVfPjjP6AzXtstZ795tY1YqZeJ7F6/T7G+S1DA0qVClQ1prlLdR7PIn3Sbvh2gNUXJ2bU1eyJlGgiu1SRNsitRvO9Y0i57NeokPijZrwMElacN7nf2IA7rKnz+sQYKgagdO0t9mVPj+/2fvzWNty7O7vs/6DXvvM91731DV1ZPjdttNPATawQMJoFghIjagAJkEUsBJHIwhxk4EwpgoISEhCgoJAaMQzCBsQLJRHBKEjMAGWgkSJhiMAdtgWnY33birq+q9O5xhD78pf6zf3ve+7hoadxfpfvV+0tG7b59z9pnXXvu7vkNLuFkT+pY4eaahZXi8xa2m+WPQswibF7rdAvVkYJgwN5eMP/yV5G7D6ss+8Jn/Ej9bb/p6Vnw/w+v73v/rOMaGQ/CM2TAlw5jlCUEFwCkZUhF8pXzlIoRsSXduF0rivQ8ekQu8uL9HSJZTv1r21fhIzspAaHzEmESKYGoQ47oLGLS7nYt1ymrE09jElPRAEFON3ylKyTJSaPyk+GMRfD3lHoe2Ks46rFUaWwoO151Id/LaZi6tsXlxDvO7k16qZ4MbNUNtipapWijOUEPOlk03cnnaEpLaYTY20fqAM4kHDx+xPjswHmpq8u6o3TWoBHc1aBJGcFDhFVu9HGyrQ7i5yxVz66dgXFaz91UCVyjHBopaPzT39vQ32zvJIWVRus0WnRpl7/EPgk7pk1U8OFryqcFsR9LNmulyR+hbQt8xjQ0xOF7+0S9Uy00pGElPqARBrSZz3yI+YdcB+hMynBDXfNrf2c/q9SaLLETk3cB3Ay+gh7bvLKX8ARH5r4HfALxcb/o7SynfX+/z7cA3oNlQ31JK+Ut1+88H/iSwAr4f+NZSymu64j8rvp/B9Wd/3tdzM3Xso6OPhoya1cwF1Uph/iQK0NjMxmno5ZAcvjIQ5pOs59fXiKifg+E2AFOqkCJGuxTTVrRLHEbBeUMp4J1wqoUN1DRn00yqSKvd7FxcU/DKmIjqrTCzKGYzmlkkMYdbWpfodkfceli6TR12ycIEyNWXgOrfO1ztCIOyIrwPpJOawqdsiMXgJC9CkuPUsnKBs80JgPWqJyXHdnOgXQ1Yl9i97ZEmCde4oDg0ij/bjK2QA4BpAuKU75sGTSC+VaNVW0mXcdsT7t4RcUBUNd9s9ZhHT39cEaOjrdFJGvJ5CwsBpOOacrGvHWxGXNa0ZpMZP/qAab9mOq4IQ0sI6j1ciiFn5QgbE5eu/e5rKMnqfoJV16QYNQ3DPf1Wk2/ywC0Cv7WU8ndEZAf8bRH5gXrd7y+l/L67NxaRLwF+DfClwDuAHxSR95VSEvCHgW8Efggtvl8L/MXXeuBnxfczsP7Mv/QfqVghtlxNXhkLtcrOxji5yFKEjRQ2NrOr2GsfdXjVUshokZ6S5TAVzlYqfpg7oXlIZarr2dwtDmOLswnnBCPq6ds43c/cQzUVV1b6W+2YCqTiEbTjpFAHV1VgUKlmavlYJcmbE+16wHajcmezLNBECupJ4GzQbrgJ2v11zwAAIABJREFUlOAIxxX7x+dMU8M4tVwd1WdiiJ8g80Uly7tGseVVNyyFf73a07QTOTqGvcOOjTIpsiy4qxi1iFw4vPV1zEkVafRLlz6zMux6UE9dUyhJKL0oLjsIpinkSXjlQ+/k1K/qe5LU7+FVvBam6zN4x2HZPyj8EK43WnTvdLuzhea8jNGi633E1wOMWw+afVclxyU4yiDIFJAYkRg4fvBXsPnCv/DP/L39XFlvZvEtpXwM+Fj9ey8iPwG883Xu8iuB7ymljMBPi8gHga8SkQ8BZ6WUvwEgIt8N/CqeFd83Z33Xl34DACE7hmTZR8v0KhDDJ3o4rGzmrFET9FBTJtZ12LaulLJShKuh4x3n2vm5WoBivg3NnLvTu5hsKWfEeIMxt13rvDqbsLNXbMWgM+BNppSi0T139uVdYLXu2V7c6OuoQyXXhCdi4XMyGB8Xq0gA142koNBCOMHUa6e3P2647jcqs75TeFsb6wHKsDKaE+d94Pzimmlo1Wqy4p+uijGMTUsXOz8fKRlTB1T27KTZaMlA7RzTpAMu305qjN5Uyl4ykNCk4mNDHhvipHTaHBVyCcHTNBNNO2nwZjdWCOOOMEIc1AOlaQ7E4wVhv2E8deqKFjwx+EWROH92tuK7TTvRrHv1AbYJf3bEnp2IV1tNQp7pblNEbq7g7L4+5tO6Zre6n/16KCI/fOf/31lK+c5Xu6GIfD7w5cDfBH4h8M0i8uuBH0a740u0MP/Qnbt9tG4L9e9P3P6a61MeI4qIFZEfEZG/UP//P4rIPxSRvycif05ELur2ByLy10TkICJ/6BP28fNF5O+LyAdF5A+KiNTtrYh8b93+N+ubMN/n60XkH9fL19/Z/p56239c7/vPFfz6Y1/8GzhFxz54boJnH1Ug8YmF9+6ytfDuXMJLWShmIoUxq+xYC7JlzIZ3nN2ql1qnBXDGYVNWWEOk4Kv3blMLSc6uXgxdPW3NUDHmxBAdsXKKSxEakzEWjJF6UT5u1w2stsfF2EVz0lS5lav/gCq+tCuzd+CGHJwKIk4rhusd42nFODWcpvaTCu+8Gpvo6nR/zpI73OwWBZ/3aimZqpuYsVmpWndghJJrCKYpqljLQjx2hP2aODSECk1INYMvxajgIjjy2JD7ZomeDzctsW+Ip1vfYSOFppnUWL0YwnHFOOiw0FRqnPiA+EDO6PWHFVN1RZvGpsYlmQUnnsUsTaOF12/04ja9sjIuyoJXQ2VfhAJhQqae4p5FDL3OeqWU8hV3Lq9VeLfA9wH/WSnlBoUQ3gu8H+2M/6f5pq9y9/I6219z/bNwOL4V+Ik7//8B4MtKKT8X+Eng2+v2Afgvgd/2KvuYMZEvqpevrdu/AbgspXwh8PuB3wsgIveB3wV8NfBVwO8SkXv1Pr8XxWS+CLis+/jnsv7wz/mN7KPjJjiuguOUFGMd8pMdrpWCN3rpbObcJy5qxzvzeluTF5eye13PUJVwx+joXK4+ARlv41J45x/t3eVcqjaQlnG0TEGNdkTKMnBra2E/RmVAlMq2MKJeEHO+mkhWXLMJVXxQO8s7r68kzSlLtZtMwVW/BOXbhrHBOhVp3Fydsd9va/H95MK7doGVC0ovM0mjipLl5rRhf9qoI9uk+yvJkKMj9C399VbDMcdGzcttqjQy9VyIh9Vyuj6r7EDjhkq05FiHZzM0ERzp2GmyBTAd14TjinBaEYK6pzWNelaI0WikUCGEUjQ01LqkQgoL0819xsOacegY+xVTpfDNn+P8uVmrMUzNeqDZ9DT39vgHN7izkyZglIK7OGE3g9pe9i0losINYPsvfO9n5ov9Wbhmd76f7eVTWSLi0cL7Z0op/wdAKeXjpZRUSsnAH0XrD2hH++47d38X8DN1+7teZftrrk+p+IrIu4BfDvyxeVsp5S+XUmbQ64fmBy6lHEspfx0twnf38XYqJlIngDMmAoqjfFf9+38Hfkntiv9N4AdKKY9ry/8DwNfW6/71elvqfed9vanrf/05v5FjtOyDZcy32O68SgFvCjuX2fnE2mae70YufOSimdi5gDeZtY1ctANnzchFO/CgO9He4d/GbOhzoWsiXRNofXricWbLSTW8mXm9lik5xuAJoalJFXe6W7mFHG6fr3bDOd92s8b0eB8WkUMKFSedJbZZuZdp8sRRfRlS1MgggGlsGU8rTocNx+Oaq/2ZSoptIn4CFLLxk9peushZd+JsdeJic2TTDjQ20lQP5BA15XgcuttBYz3Y5OgWIx7bBPym1+63mGV7c2+/GOCE4DRyaGgp8fYnkHpNUZ5eusf4+IwwdMpKqD4TXTuyWvdVWKKvfxra2vXqENF3E+GVM04ffp7h8T3G04ppbAnBEdMtZDSfqTTtSLce8KuRdnekfXiNe3jEbAJmM2HuZ2gdcg724XgLC2XAN+T10y+0UKHNz+7yRqvWkj8O/EQp5X++s/3td272q4F/UP/+88CvqWfr70GbyP+3Ysd7EfkFdZ+/Hvi/Xu+xP1Ww6H8Bfjuwe43r/2PgjQ6/7+S1MZF3Ah8BKKVEEbkGHtzd/gn3eQBc3Sn+b4ivfCbWH3zfNzElq50uc0yPNoStKYQsWNHBVlM7Wm8yK6cqtdYqs2GDOm41NuHMLa3oql8zJMuUDbnAaewQOQKGtklcnewToguqCko7VxUsjMFTqnFOKXAzeRqrj6VOZUJrMiEr1S3O2G8yQEJEsGbEVB/ZEBwlq3ouV3hhiXivXg0x2tp5i3bfyTKMDTE6QnRc9+vF+OYuPu2NelW0Lmi8kot4H9hsTuRkmKZmwb9jshz3W1brHl89IOZBpnG3+7Y+EvuuxrUHSjH48wMlGexqwg8T06njtN+Sgicnw+q5S8rkNIBzaFXifFxxfW257xT6aduR9eZEtzuCUQZDnLzGKNV4JesiftMzXW0pxRImqweiyT/pL1yNiVwT8D5im0C7PeHPj5jdQBkN5qLAc/fAOfLZBeblF+HmoAnIRSqOFJH85EH5aVyvB+V9BtYvBH4d8PdFZFat/E7g14rI+9Hm+0PAbwQopfyYiPxZ4MdRpsR/WpkOAL+JW6rZX+R1hm3wKRRfEfkVwEullL8tIl/zKtf/F/VJ/Jk32tWrbCtvcN2nja+IyDeiUAef93mf9wZP8fXXlAxTFpwUhmQ4JcEb9TnRuPWydJdWbgsssLiXeaNUKmvKEis0F6SQDUOynKJmtL18WvHFlSIVgixOY3N6hKnWjqDDt75GAxkm5tSLiyaQinC/0SKSimHjAvvQkIq+lpAtY4JVfVetrym6Vcwx+/KWpIX61vTFMk6eEDzh6Cjo9XO68hgVi70eO1IW7q/65X3Y+ImVD2zboebEKbbsfWC1PuFXGsB5vL493ofK0IjR0lZxx3TqtAMf7uCeJpOxmJKYD89iM/7sCFmYevWI6I8rShaNol+PlGjpb7bsr3dMwROjoCdwhfXqQNvpY5LVeS1N+vOZT3Fztow3G4xTS8lmNXF96Zf8PWM0VaTtRtpuXEI8bXVYMz4SXjpTe8s4YvrHyLlDmhZs5SV3KtggCwwjMj1xgvn0rU9/4Pb6u9ez9Fd7gO9/nfv8HuD3vMr2Hwa+7FN97E+l8/2FwL8lIr8M6IAzEfnTpZT/oA7AfgXwS16PTFzX62EiM47yURFxwDnwuG7/mk+4zweAV4ALEXG1+31NfKUC7N8J8BVf8RVv9Bxfc/2+9/5mQj0CH6NlzNWWFRbMFm4/xYJeZ1A2AfV2wq2R90wTM1J4dNxyjP6WGpaFXFaA4sly5+sxY1mz+EFz2TxD8IzJ0TqBBDGriGNVkzGGZHl+dWRKDps0hTcWoSnQj46LnQ502i6T7siXs2ixuWssU4phnDynfkUfGmK2TNE+AStkhJiMUumqtHl+7huvRu+79bGGZhasDbTdSHdxWNzTxGSmk1K8vA9YF3HdRLPpiUOrgZrRqfm6i4tPL6gwwbbpdsAmBdMGujMt9MfrHePQ4m+2rGwmjI3KnCdlJaSsZkDGFK19FdbQswS7sElKEe3yK+OiEGk3EzePtktEkrW3hXe24rS+mrhbVQX2H78PVBvJwxq7HnD9ERM/Snn3u5DLK8xZ0V9tBmJC4m1KyLP1ubXesPiWUr6dOkyrne9vq4X3a4FvA/61UsrpU9jPx0RkLyK/AKVy/HrgO+rVfx74euBvAP8u8FdLKUVE/hLw398Zsv1S4NvrdX+t3vZ76n1fF1/5dNbv/6LfRCiGkIUpC2NW3DQVtO2trANTwBjFfFurpivO5Nrt3qYUW6OiidkE5jS1nKLnZmrq8E6qA9hc7JSBkFHvhdnTYOa/asS8Z0ieq7HjXveImDtUgAOzkY6XjIiarHc2Mc0QAsLlYce73n6jj0VmOPplEh/v4KJSi9GpX3EaW46jGsRPyS7WmKAdfinqYQz6foVslwPJVO0ih7Flsz5hbVzYFON+TbPpKdWhzPqgVDCj73ezPeG3mu4gNjFc75YEjJmONvtbuLMj5JnNoAY6zfkBsYk0efrTiuO1Ks5idBwOG4bq3SBS2D13re/JzYRzYNtAGW4pX85rmnPOhlCz54wR4iC0XWS/1/dwhhpW2yPNasTVzl1TK6ziz7XDy8ZhUiRHZWJ49hg+Cg/uUboVcjrCOMAwIcMb/vQ+p9c8cHsa16dDEPxDQAv8QGWM/VAp5ZsAZsIx0IjIrwJ+aSnlx3ltTOSPA3+qEpYfowoSSimPReS/Bf5Wvd3vLqU8rn9/G/A9IvLfAT9S9/GmrJRVINEnQ8i3AytDIZfbabk1hY1LbFykrYV3diWboQVvlbkAGiM/TA3H0HCMjn28lRev6n5KKQuEMFU4Qh9LJclTbDhOLX3wXIeGm+BxVli5GtdzZdm4uDyXxkauwgqDsjFC0Uy4KewwtsIaiaXLnbHkux4Pw+i5OWmu22FqCdkwzUo4mfehX61UhPN2xJu0FGgnmVSMhm3aTIhKi3MukZOh240apzOr0ExRHnItrBQVVfhtD5Ir7HCLD4vJuE2v/remEI/NrZzYZcQl2gc3ip1+/AGno8YZzVFEBUFQO0vxAYrBbxNMK5VOz37F636hvg1Dp91ysrgGbKyCmZri7H1kvT3SnR0XjLokQxqbJ8zTQYUmJat1ZxpaeIwW4PAYWTnK294GZ+fI9SX+a37yM/pd/2xcz4ovUEr5AHraT6WFvdbtPv81tr8qJlJKGYB/7zXu8yeAP/Eq23+KW/rHm7b+4Pu+iYxhStrphiyY+l3ICJZS0yEyjSkYYD3LWuVJddo8YAOqeYzKa4foOEanw7sCTko12wlPTGzV4UkVYCkbZTZEx+WwYsyGy7FhyCpVTUkBDiuBbeXfNiZymNQz9jo0TMnS2EQpYMUuuWE5aay7rQcJ7Uj1eU/Bc+jX7MeOq7FbPIrh1qjHUBa59MaFBed+uOm10KKdu6+OZN5FbIULXDsx9bXzrOwK6yNuNRD7TqltwS2RRW4z4Ho1MJ/FHsYn4qnDhIibZdQVEvDtCaSQ+ga/O7FJyhk+VipcKVp4V93AbnfQ110Kvi0Mx91CL2tWI2IT8aZhtem1+FYK3SHBqhj+wcee50su9jpIbCbEZsJJh4E6tLRPdOkzHW7OlQP1NchTQ7zaYsOAWU+Ie4X8znfDvYeED7zvqS/Az4rvW3TNpU8VYfp3rnQyb7TTUyNHZTz4yiSYO9MZCXfVQEcHc0m5ntmojDh4+qgxQkZg6xNnzURnlahvn2RnkYvQB88htNxM2jWPWZiywUthSn6RBz+/uiSzXVgSU7Ico6/F/tbd7Ayp3e7tPFOFADXQMrLABFf9msthtRReqe9BKkIflVu8tpFNNcJpXGLlJ2U1VAUf3PpFNK2mGeuQzTBHAIkUXBOw7USqKcWuyoaNTYjLCks0AZqgct7qI5GGlnBcqfij3kfFIepNkYN7Qh48U8EAunZktzuwu3+FaYK+Q6l6VYyN8nxtoiRLrHJquDOgLPDhyzUvrAa803BR74NS9sIt42PGe4Wa1eaDRtWve4zPlGgWOCKNt4pCux8xV48p291TX3if5vWs+L7O+iP/4jeSikIBtrIMCtDZgn+Ng3FjslIw6/9zxVut5AXzzEW9HA5Ty6Oh45Ts0lXvnOKx3Sy3TYIxkDL0dXiTEVKWpYiOWThGS2sy3hRW7YCvxXfXwVWvw7zO6XNRVoXB1degFo95YTPkTPUcsHcksJbDqNjylFSBByxsjlTVelbKEzJm7daF09QSkl0OPutmZNUNKqgInm41kIPFVD5z6FtsE3BNYNwrLABgXdKhmo/k4PD39ov4Q7wmVYgpKv09rOkvzxbby7vLriZSr1DFNDaE6MnF4K2Ggu7uX+l7ncA0mdz7Ja0iRYs3hfGmU/Vd1M85JqvyaDfwC77kQ5QC1y89VBgmGyy3IhapcmKYC29Uc/diMG3AtnHhKOdka0cfkVYj542/RMLEU7+KkJ/5+T7d67/5/G/md33oCTX0woUNWe54IjzJSwlZcAK24r+pCI3MXFztNFdeC+ncfVqTlQUQFG44BC1mc5fc2aTpE8kxTjrazlkYa1rCTEkbahENWaqKrnDeTFwePJ//vEaMX51WvDysKNU34ab6DJv6OEY0VaMULZRko9E5+ckv/HFoOU0th6lZBmveZHZ+4hga+my0gNdues6Na6syDyAkw8oH1s1I22i367wany9T/2AZhw4xGZs1rPJuNzz/PydLZzP51KqHQ9CkYADTTOTYqd9usCTrq0NYrn4QDSKZ6WbLeFjrkG1qEArORdbbk4oxhoY8tvpBoskTJQqShXDqOB02pORUtDE1y4Hl/MHV4sFsTMbOHW51UPPttHT2wAIzmG6qjI0aF4RS5CyowKVJSjMDSBn3qx/9rL/vnyur8CzJ4qle/9Xn/RZA+N2f/80VOpgL6axik4qLagw8wKBZiBjhzml0qSwIwaOcWlcLrTcKW1hTsJI5pYYhucoXrpP6+nxSNhxnEUS2SLCkDDeV5zo/RshCHw3OFDqTWdlEHx0fO665f0xYAxRLrMVvXwvvHGeUi7CqXWpTEx/EqGp1powZyVCEq37NMTTsg6+FXChSFtzXVjtMfR2FqSrQpuov0dmIt5nWa/DnbndYvBpKsrTrgfHU0Z/WC3MhJ0uTLdYrZt2dHRj3G3IyNJteu9u+xW57CvX5Vv8DmyzTYa2xPJMyJIAljLIkS5w8h5vdcqCxJrPbHeh2R1JQCKFUyEFg6bCHfoUMZQn5LEUYQrO4sE2HDeXBFbGKU2yVaYu9G3GUnuzGiyBFdNR3J3HDbCbysVGZ91CHhk2E1dNvJTmvZ5jvU7zmn0SshdbmgpPCMVqGBPETPvw+CWOCtdNT9lSEbu5i+ESXMZ14z7CDJbEfO05RrSeHWmhCFnY+09isnemyD0dIT3ahVgqzwaQ1hbZ6R4QiGGAsK/oQa/fF8ryOtTOcTdxn/vEsfChZlvdi9gzOxTBFRx88VxVfnp/DDMe4aoEJ+n7chGZR961tZO0nuqpgW7cjq8p1FcmQhWbdE8aG/rBhrCwH75VPW7KQgldebDexu39D3G/IwRJPHc09jaefC1sJbuHzzonJJakE2a2GyiJQc53p1GGM4thC4eL8mrMHl0vhBfiHL8GXvA2Ok8YTTQflAhtTlsJ76NekbNh2PY0P3P+yF3FTwpHJfY8YQxFZul3NuytLxNE8fAuHFcPQce+Fl5HRg4/gNCY+937xFtbTlreOmc6z4vuUrt/+rm9B0NP2DFj0VGcOvIxF6BNMCWLRTjdWVkKJsHFC4zK+Dp1M/Xc2zpnhiqlms43RMeY5XshRgCkLguLFs+psLl6QF3aFuVPwPKq9SllofOIYVZyh0MUG2OvwRwoC7KPlEFSFB2Aw7FzEV9ZFRggR2nqWPdO2FLN2xKJQR6nvS6jv2V2Z87ykPv+NC5x3A7uuJxeh8xp02bRj/UEZjIvagV6dqfFMNlqktyfC5InR0dTcunBc4bY9zYNr4n5FKQazmtRopoZiAsu/tgmkyihw3USao41cpr884+rqnLFSyxoX2F7c0J4fOT06X0zZt/2Gn3585F5Z47Nh7FdLxp21ieOwYpgatl3PqhvwPtC/dMb6edX8GLsiJ7mD76blPTI+UXJe/IV/5sPv4ubyHq4bOXtwjWRRw/b7BbudKAfFz83urQE5PO3rLVt8//N3fGv9q3ZvRWhsxooW1qmeYjopNEYYkuajpQImC9ZQfRzKAhdI9RoIRbCAFc0im1Kz2EfGGa+tcMOUhSEJO3fr2bCqAo0MnEZDV88wx3QEUbltLEKsWPTV5BiS0NmyQCM5gzH6fOfCO9tK2loctbTrmiPLY8iUwiINBjhNDX10tCYz3PGhLUXonLIXhmR10CaF8yodPut6zjcHunZif9jQNtMtzikaDumaQH+zXRRlRgq+wgxLEGi0dOd7jIukvtGB1Epz2KRJ5FNLnm55vCUaTZBIeuoegiectFM0wPHyjMcvPWQcW6bkaGzk4uJa8fT5dlbTmp/bGNYPIE4jj//JA4bq5ZCzoZ9axuBZtyPb9Wn5/NJ1wz4+wLWRnCotrtL15mglYPEStt2ImMLbv+hDtB8/cvbCI6yPehBxRY+GmxZpE2IE92v7T/8H8Lmyypvu7fD/23rLFd9vf/e3cIqydK9GwErl8BbzRPHNRbvckCseK0LIBWv1NN4b7ZJt7ZpvgmNtM64yHJqZz1k70KGa8gzJMCShT0LIlbom0CaDEchjw9qpOc6Fbxba2INm4CZu2UfLTbAL/W0mh01Z8KJdex8sjSuMUbgJ2rE2tfuacW1lYRSkJl6k5JktMsboFbtNllNUrDgUoTWFIemQcWXTUnhBDywX3cC2GWldZN2MOJtY3VGwxejwjaYGz5P8VDvqUgTrIqtNz/r+tfrv9q3Sx6pIwq0H8qhJzbadKIPDtIHUtzUvTf18rVPPXSOFKTiG6x3t9oQ0gb6q2FI2WnjPr9mc7/XAkNWkfTqt9ABjE8dXzhlPXZVYWzUwip4QHa0PbFYnUja42tVaF3FtItfB5DwwElcTiJdBW2U5VMrbtgmsfMI9jJjnHDw66Rdv1+mX5PyMst68ib+Oz741s2WexvWWKr4f+dGPcHqoXayRWlSrR0muA6hY5kKmzIaUtTvUIlcWIcTGgZeCFRiSYUosdLTGVNVYNkuXOVVmwpSFQxD2UThFSKVwv9W04VdGq3xha2iCpTGFc+/ZtPrjdBZePnqO0dSBWU3JLSwHjVC5GEUsY1JvglSEphbwxtx2vU2FSEK22mlng7VzB34ky2aBS0xVls2vxxnFmJeIeZkl1VqAGqfm4G07Ymxmd/8agFB5q+PU0RRVh/WnFalGFLXdyPr+NWIy7cUev+mVq9sGkEzYb1Tim6XSyVbLkE1cJo8eill4vM4HZGjpjyv8asDUjtjaxBAazjd7VpuenAztelCl22mFcZGpmvWkaBn7jpv9jjF6YrXu3LYDjdMUZWuT+je0E97fCiSeyIq7y3CwKo0uFXIy5xNlMHAscP8e5V6DtB2ECa6OOiHdAG+BzLZPXM+K71OwUoFD5dVbIGYdSCXR73YSZTGkOtOIBYZU6uhJ6Kywqd99LdxCrPszAo1Rfm+qcICdsdraTV4Hy6NRmDJMqSy48KOh4IyOuDqrHfGZhz4K/5Q1D1d7nIHH45aboN1xqN1yKNqBP4EzS0GN5jyQWNlc4ZOy8H8bk1m7SGsTa6fevcjtNL61I4fpjGPw9NUXeHZ1W7m84NvUx1zZxM5POJNxVUJtpGhYZqcYb8mCayfiqKY983BtTnXwLtK0E3Fo8OsBcZlmc1AfhSwMj8+U3xs1qy2dOsWBaxxQPKxumQLRYFzGNhHnI9PYEoeG/rFiyzE6rGQ22yNh8rQVey5FmMaGfOqUbjY29ENLAa5Pa0J2eJM4605sVopl5xlmcgnn1Px+HqRRvY+pZwk5qSjEb3stxi5hVgEiuPdtsf/yGXK4getLuDxQppoSVEnZpXnrDNrm9Qx2eApWAU6xYAS81IFaKhW/VUhhymVRsqUyFyrD1gmN1Q7T1q55TODMXfgCXBGyFMhCQiGJKRv20XA1QR8L+c5zUmECxPqgx6wF+KWk3sCn1PHekO84qN3CDPN+zLIfLa4rm1m5qV5f2PlUB2BxwWudFLaVhWBFC2ZK0Da6d+cLZVJucKjuZ94Uhnk6L0UHhNnwoBu0AN0xbF8ep8pkZ67uPFxa6GRZ05VFyuKDAKgxe18pfN1I7FfEoWW82dBdHGjv3xBuNDo+jR7bjeqVENwSZxSHhnZ35HSzJSXDOGi3fepX7IcVL9x/xJzIXJIlZVm4u8OoUuNhbNluTojAGC3bbmTlpyXh2dTXbK0mcOj+3MK+yNku3W5ORkUiLiuP1yWVC3f1C3d5Bd1KTXOujuRLS8kG00bkvFkgh+Hv/WK6n/v//Kx/B8/WZ8d6SxXf97z/3Uz/uFR5cC16BWKCVDIFiKVUMxupxU47Xmf0PvPyRrvkcqeS7oMQrDYptqrSOqswx02AYyykogO8nZ/FCCyd8GygM3ewjYGQW0LuAaPmNPmOqU9lHIBCIM4U1lZVbq2fqkqt8KAdlySLJb5GZjN3dV3zLhKSBSZA2HYTV8dSvYczQ3RMydQBnmFjFW45rwKS2blNUJ/itgm07aiMg8kt3V+KlnFol1y2mZEB6nebs/JvzSxdNoUSDbHvao6cFvE8esJRrSab3Ukj4avnA7CYoosUfBOYxlYTJSbPadLuse1GTscNTTvSrHsOl+fVo8ETo+Wq39AHpQR2PrBpVR7dtuMTIhS1xFQxRYp2sbS8G7s0D9psExAflQq3mZAHXr8EefYoNRAj+UpIR+2+i0vIMCHXl+A8Yp5OxddrrWeww1OyBCGVjKmDtFSKdr2lLJ2ur+TYjJ7au9rVfuJXwIpCFAWlooVSOETjsM5/AAAgAElEQVR9jHV9Zz8+6GPso/4g7zd28YKYceXOwkWj3OFY4MIXNpX90NnMykYyhrXLcK0dbmuohVM7UF+FFk1lSmz8iZhVYfUg9PW11yInZaHAgXo2WJMhZ3yjSQnGApXNNCRLqPHwueiwMNTC0tm7fby6tjUu0nhN+Z2TL0oWSOaJ4dqcelGKwZjb03JjDGU2LZ88Io5xr12uDuoy036tKcTdhFsPSiOrg7k4qBilZEGsph3LITOMLX01wLnYHJSZkAxtN2iX23eMU8PVccsxNJo07QMhNBiEs/WJxt9KeucDh6tnFHOihUhWq8hslbJWi/EsEbbthNlNyD0PDx5QmhYZeuhPyM015eWB3HeaP2cKEi2EADmT11var/hbvFVWKc+K71Ozpho6eEqZXIoOrCjkUjAieDEYEX4yv0hbOp7PO1KBt9nKRLgjSjICfdLimis+PGWliB2jwYpwTIkhRwThHV27wBZjgtbCeVPojFo7dtVAp6uFcVX5w6qMy8SsA7O1y3QVv53jihpbrSxtvbSJzvRAYTXoafg8jYdK9aodZ+tCxSpbjDkBBbHQucjHT45jZVes7CzKKExZ2DrFkr1JSzKHtyqkMCYzjQ0N0+JtMOOgKSljIASPrc/JVRqWsbPvQWWKjF4pcGOj17tIqrlxoAUtDS3iI/Fqq11zvX+OjhzBuIhvApfX5xyGFRnBuch+v2XVjfSnNcOj+/zM44ccphZDYdvoa5iTobtmYrM+kpLF+8A4tsR0CykYm6szm5r7+Pe/h83Xvp/L7/jLlJuMiCrdjFcZsWxqQXn0CNntFHLoM1Pu4LqDyl0WUzBthNZBzm+pwqtLnmG+T9MaciaUO5HqZCYiAwMf58NM8UQugULmxn4hD+JDTscVF97RGOFBS1W+6f5ygWPMhFK4zgORvACyhUJHw7vaOjkvMFVct6sY8uypO5u1Cyyc3SEbImaRNW9cprMZJ+rN0JhMZxPn7YA3CWfV0tE3YCQBBWcPWNMusUXAkqIxxxjlLJSijmSKfyQ1b0cPJMconKJd2CCdVYhDUP+KjdGpv7c6cJqHaLkqzKSyKVK0C092vogU/DooD9bc2i3mpJ1jrhCFSMZ3ypCIk8c6ZQuEU4ttdJAVhwZxZel+Dzc7xjpIG4J6Jzc2cXXY8fy9x1zd7DiOHdfjipgMF6ueVQ317NrqoGYy61VPKVKz2hJluGUxaOdevSN8IvQt9375l+Lf9z66r/xRhr/y4SXtWHxEukjZF/TIUJD+MfnakPqWH//BfxXfjXzhl/8YAHY1IuuiHr5vMbjhaV9vueLbGMNlmjgxECSwNzckAmM5kEmM6eaJ27+cPsjLfJCVucd7py/mbW6NN2bpXo8xc0qJqSR6Aifp6eWEqdKLrqzZlpZ9zKytIeTCudf7TxlSkMqKuD26D0mtJX3WU3xDJmMQtNN0omyF1iZ2PtDZyPZORlvIFqFgKm2sc3sQe2shOQssiqrCZqN09TLQ4V5O6qK2j44+CjeT1uQzD63Vbt1WC00RdVq7610MLPit4rZacFOyhOg5jW1V3xW265M+fjaLRWNJ6v4Vq5ObmtJkjbCvS7FkDfNsqh0lpizhm2O/Yn/YcBy7xY0tVhvPmA3tfsdVv+EwaUF+sDtwvjksHg2+nUjRLXjuWKlnU+UIQ4UejNLMRIqmHQfPK9/xf7P7xX+Pw199EQfa9Scd7JXek6OlJKNd/qj5cWJUeBKjut8Zn5FVgHtr8tkF7Vf9nc/Y7+BzaT2DHZ6C9VN/9yM8aCM3cuTaPGIqPaEM5BJJJZDLa+dh9emSn7L/iEN6N2enLRbDSCCRiZIIMnE0B6ZyopBx0tKWFYXMSGRdHPuYOHeqNJvlyq4O/Vqr3OFZdFEQriZLyPCV9wuYDChdzJnMxkXOmlGj121WPm5WdoKRQs7aFQN0K+FwurWHnIuerYOiWcSx71eMvcM3Si+9HDu1g0zq+bCxWnhXtjyB9cbqyGZN1qJf3c1SMuSs0MKM9YbobqPfgaZaZ4oUYtBEC1uUpmasLB653gdydEv8j5hCjBYmPgmWGI5rprHVBOUKDVjJOCMcg6oNZxN7tYAMPLfd8/zDV2iaaTHCKTVtw696SjZMkyUnv3TSczTQPGATyUxTpzzmj2am732E9yA+L2q9PH4CT7cOD6Gax9u8dPqLzaQxKAj/1lzPiu9TsEopeGM4lBuu04ukMv4z3f+UHvExG7g0O3JJlW9gSARiGUlJoYrOnAHqn5DJHGVgzAGPY5g8nXG0tXueLSqnLNg66BPmYeB8yTQyO28Vdi5y0Q4aUWTKE8GVtsYXnQZlLYmoOGOW7upFGQzORVzt2G6OW4bQcLPf0nWZMAk3U8N4Z2Lf2Sq08sqS6Gxi5eLCY567wWlqFtqYNXlJeMjZEIKvB4oaI1RZGHPQpCNiHYoLR7dgu1GcdurBLQkQMdymKyfR21NDMOfi2DaBMgmvHLcM0TEkx6rS34wU7nVHumZi1Q7YOjgji3pBBIdxqMWjzWzPDzz6+PO3UImPS+GN0TFVetr8nOZkCuPT4u1QslBqJp6YsrixaTIH/Jyv/rvkyWnXO5u9+wb74kc5/eTXsX7f66aRP3VLRUTPiu/n/ErAPgWCHT/lwruzLwCwTy8CMKYbRm5e8/ZGalotnufyQ142rxCJJBymGG7oOWSDzxaLxSFYMZgkGBydVT5xyHATChsnOBvItEC1jnSRpnrxhmQ+qfB6kzieNty/OFIKeK8d5nIbl2j8tAR4jlPDEDwhGfanlpQLIQr7aDlGQ2PgKhcuR6Gxws4bXugim1rE7iYr96HBpkxjI4Vm2e5tXJRhY/T1vbot2jNPuBRZxA4w82Sf3J6zrV21wZhM00yUIoxDS84G78MCowC8eHXBTc2ae9D1tDaqmY5NrNuR8+2ebqWZd7mIQg0pKZNiNTBcbzAG+lO3HGBcxae9D0yT5rDNacY533KcbU1cnhVtGpo5d7HpDh0tqZdDsrXYJxWMjBZ58TGcdzQf+nFOfB3Zr9m+5/s+pe/v5/x6xnZ4Otb7vvzzePEfvsQpX77hbdf2AQ/LO3l/8wKXU+THXMvj+OE3vF8u2gVHGXnFPMbWomvrW31PNnTGUkohlLIwLQKZj08JKwYvypQ4r8Ti1sXqVlbYeB1sTcnizEyJU6P2mUoGIHYNqKH67IrmbFoKU8q3oY0haOz8y/2Ge34ik4kJriYtEkMlSexjhqg+xzvnaopyWgI6zYwbF2GMapSTivonpKzWlDHbRQEI6hucx5bGRyAitUtW+pYhBMVcQ/CYOrQDluffNNPCPIB6cKkG7TE6pZZly5Asb18f2TYjZ6uTHiRMZt31dKuBtlPMOGWDqy5qIoXYd4rPisH7W0eyubhPU1MHlhZj0tLBL11vvVgfF1k0NZlhZjOIU89k8ZE8KZ+6rUVafAISxER6+HZk6hH71lO5PY3rLVV8Af7R4c/xwvYXMXF41evP3TtpyoqWjrOy5SokRIR3pHcy2Z4+X39KXXNTVqzKGl8cDQ6PWQrr2irk0FlZhBshq/oNbjHgi0a48IXGhtpdFvwwkotfOrB5ZbkrVsjE1DBr4ebTf+CJ7sy5yDQ17IfVgoUeY6M4aoarSaoqUOGPU1JZ8TEIHx8cz9UasLbaiVvJS2GPVbkG0GflzM6YNICUTEx2MR2K2dJYC9Vuci6mKbmFAzwX3GlqFhnv5fX5koJszK3KLGfLqV8RkuNy7JSGV2EWYzLnmwOND2y2R5wP5Gxp1oMamNtMCq4OCzXap8CSymxrDp0xeVHqgdLN8qiQxCK0qKtkQxpuzwRysurqth7UDCh5ZHL86Q98NT/ywffwy7/yR/klX/7jml7hRfnAxiI5sXnv//mG37+nZz2jmj1V68XDXwfgbPXFyzZv1lzIO9jkLQBd6WhxDFl/RDtp+YL8Ph6bK/ainfNUTvTpk7voWEayybTZ88CsuNe4pfucqpxZalimNzp0u9eo/aMVNWuf6VytzXobp8PAkHowLaUyDGz1Y7BVvTYb5Gh3lplZFCJq/n33tPn6uGU/dIzJ8WjseGVoeGHVUCbd901QufUpZULJCxe6K4ZDNKydwZtCKIYxOpo2Kq5bC/wci5SKwgqxwguz0m5OvhAKjUtEa5+AH24PMJ62CUwV401Fi3vXTLdMiTqU2927ZjiuubrZ8fi4RQSOwXPRaHx95ydyNnTtpAcll/ArtXT0m17N2yePq7JjlQuDu62by5oDRlOVTsfg9TOwaenQZzZGTs1irDOLTozVIM8c3BL0qXh0oa18YTKUviD7G8zZEXJi/OGvfMvwfQs13uopXG/J4jsvb9YIBictOx6wLWdkMk3xtHg21uNEcCLcb4VHo2WXnuc6nXGQEzfmkmQCU/7kLnosB1rexcbZhc/rDNiqZJv9GQSFBcqdf5XjC6sqFT5Nlk3tale2cB0tSQwNCbP8oG+jf8QVnGSNHTNFY4GSpdRiPSXH5WnLKfglGmgf1e5yip5i9XkMKTBkw5gTiZkfrKKPMam8eDCFQ/BV6BFrrL3UTjYuxjNjVEN2b9QqMxWVKs+rRIUrpuRY+Ykx3LICztdHTnfoXW11EgMI0bHbHeoATO0ijU2MUV/bzdTWrhW2XU9IjlUzIpKX7tSvB+x6pFQnNFPDOfNxRRgbbt0zdM38ZGMKIbg7+LJCL/Nnstx+lkqXeeimryMOLTLWqm4yJln+7X/l7/Krv/pHEZexqxGzy9AaWK0hBmTokXibuvxWWM8w36dwpRIQDOfyQsVmhRUda2lYG8vznV0Mc+43hTMvvDI4dmnDxybLWAYmWRNlfIKmlksgk7iRE+fJK9xghDOjxVYLmzIHXC3K3giNqebtVr0aCmp+fj04vFPvh8YK06RWlUaUZ2spS3hlKoaYZiOX6oSVNUnDSOEwdozRsZ9ajtExJcuUzRKhpDaU+kS3ZPYF9NUkMoWttJjK0pgSnIzBisUZB8Oazkb1CTaFY/CLUGNKSrHrrApKlL+sz99VJkBIilz3wdPNhjxFOI7dworw1Rc4AykZnMsMfcdmV+XC0XI6rrkZVtzU13jRTDy/PhCzpQ8NXZUId6sesZlw6jSyfdurb3AVdqSoHamyvEqNZZooRRM3GjORi8dQmR7J4qu8eBaM6OcwG9Dfshy0GzaKBbukng+m3KrafMSsJ3jujLI7p3QrzM0V9CfwDeEHvwD/b/zUm/jreLbe7PWWLr6t2bKSM1Z5zUU5Yy2ezigme94I99tbf4ULn9hH9SFYJcFKRxjvgYFgBsb0yRzhROTFdOQsd2ytYx+0yM6uaN7c/t+KFt6Vu+2YUhYwhZf6hotVrCIGPXUXWLpKbwoxGw30LHqaT4IQDB7Fb1M23EwtffCckuMYvIZcVg/jMasn8T4YNYsv8PaV8E/2WngjmRbP2lhWVhkQGSEVlRofo1MYoalpHeE2L+6umfyNKGOjs6mGgBoumpFkbwUgVgpDdPVv7dRtlYXPvr+bdlhsKAHi5BeK2zC2mqhcDeBDNlyPHUN0XKxPrLph6Ux9Ny1MhDz6yiNuSaPXAVy0lSam5yoiPSm1GCOLOVCuDAxdUUUZM8Ye7OLxADzh6YtkijWI04NByULJbinC9tRgH++RtkMOe9gf4BihFaQmZ7wV1jPM9ylc7yjvZZM7zk3DC2vHWE3WzzzsfGHn0uLJm4pwvwkYHKeTUsLe22358GDJJnNleUIdN+QbPm4+zMqcccrnnMUtFotBaMWycxZbOyFnYOM0+n12NdOioZFFIa/4Ik5VyMCSNZeKMGVDKQ5rCqYKJ8hq8JvS7cd7nFpuxpZ9TaU4BIuI8otDjTIasnAzGratduibhqXwOgzntuH5znLutTuf/YE7W6qxfOFmajT/LhvGLEvE0ljj7R+Njosmk4tnTJq83CfLw27QGCKjsmZTVLSQixCTYSqWVEx1WSucbw7kbAnRsepGTv1KMdjJ8OLNBTdTwz44Vi4RiuBM5sHmwKobaJqJ1abHNpHm7KC+vdUhzbioPOJaJJVvbFk3IyB06yOHmwvg9nQ4JRWOzEySmdObols8Le4uqV28iGLGpQi+MixSgZ/46ffwrnd+jBfaAK9kbHgJvFD2UJL6FJML01//Uppf9GOfsd/DZ+d6lmTxVK4fOf4p/p3z38KZ12SITat4K2hhaUxZouGtzF1w4Z3rxOVoeHGA+7bFpxfwpuHKvrSwIXIJ9OmSnkse18cz4lmbe+y4z3PhIfez0gWuJmHjDA9aWVzSZqvJlYWu2QHqKWtEf/RFytI5aqHVzLiMMNZOM9QuFuDF04Y+Ok7JcIx2yY6bqi/x7DnxYhSe3yrK2efMXk60peHcdDxsLPdbfV/m92mGEE7JEbJCCn21nkxZi+6Mb/cVanmxVzjn+a7Q2sLDbsCLJjw3JhKzpXVRLTSTJWTLMTTEbOisshY+8ui5hdO8Hkem6GjrUPIYGq4mr8kYJnPRTNxfH9WsfS6QJuG6kTS0CgFU8YZrAuISbjUQhqZiu3P2XKFpFUefGRbj1DLNEUc1zcLYVAUihqYbFdK5g2Hf0tAqI6JKpo1NvHK146c++m4+9vJDvu7elXbD44S0+rzE1qnsZkM+u/8m/Co+u5Ymx7x5xVdE3g18N/AC2td8ZynlD4jIfeB7gc8HPgT8+6WUy3qfbwe+AZUOfEsp5S/V7T8f+JPACvh+4FtLKYXXWG/p4gvwfdff8Ya3+UPv+yasFH7TP/ojAPy+9/5mzhrIWB626vh1Mb3AR+OGx+YRk/TkkhjKDSGfKgs3k0vgkF5iMicmOzGl52lwWAxTdkvRmnFhK0CjRuzzR7h0xtmoaTvaARsqbkxiyprNduoVZ8wZrqeGfbzNjztGhT5CvnVjG3NmKIljdBpLhKEpnufMmk2VRR+jEIwO7jZOoYOxyouvgz7/q0kNhdS5Tf89pkQqOrdeWcuZV5e4m2B4Zeh41+bIygWsKRQyh0kHUcfqyXCMbumen++GBfO2kunrbXbtqAegogZFW5+41468fXfNphuwNuJ9oGknTQ6u+XGKv1bV3OT1R+EiZTF8N8So3hWCXbDcfmhV7FEMrg4SjdEUizB5rA+sz4/0x46xXy2G65p4EZcOWZMvBHGlUgYz/eTVVKgWdpMMZj1iNgG2a8p2RzGW/h98Dasv+8Cn+zP4rF5vcucbgd9aSvk7IrID/raI/ADwHwJ/pZTyP4jI7wB+B/BtIvIlwK8BvhR4B/CDIvK+UkoC/jDwjcAPocX3a4HXlCS+5Yvvp7K++Sf/tyf+f9EELoDGNDxoJ17sW64nw2485+Vxw8/kK5qi3Uw0iV5OHOWa6/hPAZjygUf5wKV8hDP7AttyTp+3NLliiGQslpW4Kjmek4qVAzwlQ2fvmKMXAZMJ2TDeyY07TCuKCKWoYOKUhGNUc/cpl1p4M0PO9CUyMHE0R4b0As4AFFo8l3kgxw6DZY9UFzfDc63ixQW4noRXxsw+JvoScQiCEEKmUGiqjLY1lsYIp1i4mhTv/pne8Xxn+ZlpR2cTp0qJ65NV7+CiEUYz3yBk4dzPCjvLITSVWgcxGR6P7TLoe7g6smmHhet8l39bsqrZShZKMqwfXpEmj/WR6bCubmVqjVlyqOwRFo6vVD/iJYmjcoSnsVUWRHDYq0icGtpu1KJvkkYbNaH6daBUs6Lx8u98+8e5nloe3rtUbwejrmklWlXDtUJ58Bzp/tswwxFz9Yjw4heoH7AxuF/2T9+EX8DTu0opHwM+Vv/ei8hPAO8EfiXwNfVm3wV8APi2uv17Sikj8NMi8kHgq0TkQ8BZKeVvAIjIdwO/imfF9zO7/pOf+KMAfNeXfgNWCs+1ASOeIasc9+e5hzwaIytriaVwSjtCfsiHXMvj+CHmIKFcAlfxI+zlpQWOmN3QAhP38n0IK0K2HCZLdyeNGPSU3lVYxFdbSiOFhBqgj3G9+A8PaWQfVhxi4RSVSTHmzJiTdqkE9mZPYNIhWTX42VeHtnVpOCXhOqoirw3KctB9w+X/x96bR822n3Wdn+f3++2hhnc4851ybxJCgoQkSMLUsDQmiLTQ0GposRUQEQG1RbSXgsNCxbhg2RpXNw2s2EFA06Q1NJCFKEQgjQiBvgwxJGmGjCS5ucMZ3qGq9vAb+o/nt3fVe+65977vybm559y8z1q1Tr279q9qV51dTz37eb5DF7nsW1r00j9gKHDs2FKHmE4T7m4pfKwJzK1WyUuvfef3Hk6pswv0tc5mTQsZj39wkVbd5IImGKbWsVV4Ft6NIkJ9NOz1jiYI9048RdZriNEiTnHIYqIOwnoLG3Tfdn+OmIjPrQiAsupYLYtMcsm04aw17LMwj9oIKW07BjMK74gI3WrCZLpSLV8bsU6ZbmPLYaNHLDZgq56Xvfi3ERd1EDiI9mS/N5wF77HXHoMYNOn2HXgPPuB/4gLuKx691af8MxrDD+lNxnkReXDj79enlF5/ox1F5LnAHwR+BbiUEzMppYdE5GLe7V60sh3iw3lbn+9fv/0J4zT5fhzxte96AwCv/wPfoALcLnH/TL+05ypHF9VaaGKFLloK/wAfsjXXeJhVuDom4ZBaDsLH8HbNnHNUWONoUkPta662JfMM77rWCxEVN1dvt0Sfh19TGzCo1u9+W7JVKzLCpZbH2oo97+mTMtVaPJ5IKx2tNCoEJGqnpMkDDmUfh2PJIZIMBkNBSRVKwmJKaQx90rZFIOhAkYJCDFvWKcSuUGePrUKT6V215ZFGB2Gl0Ur8Smtxkrjc6hetjWux991S2MsGEk7gagv7vaU0lpnTFokRWHhLE7VKVnKKakysCScaZd2qiWcSXNYEtm5wHFYImCt7Ou9om4re18A1wGKMH4VzBiKIcz2F67FWGYMDwWK+fcDupcfUty5Xx67ulDUnaQNalpNvduIYBOaVcpz1H0xCCh21yt5VqGpwThNv00KXaYhA90svofxv3nnrTvRnMIZz8eOIx1JKr3iqnURkDvwo8NdTSvsiT/iaN3ogPcn2J4zT5HsLYrvoKSQxc2rrPlwmd3GgD0u2qjdcCufBQOFqmnRwBCExsOWsVHhpaTmkkjlnuMie3yWgsK69Dtqg2g8D6iCijhIhn6hXupLeJ3yK2e3Y8kjfZhnMQJSES5ZWWjrpCHhayUI5RBJm1IqIRIoskhOJ9NJpXzaWXHIViz6wnxpa6Zmkkh1bYETYLQ0X68S5qmea2yR7veNya0lYrnWRJiSmTt+TCtRv2Bvl0/lap753uyXsloE+CgtvWHrtQQ+IlCa4UWGttAqfu7aasTtZjGy0GI2qlw1EBw9F4TFFQEwcfeA2McN9X+R2xZo+bUykz9jpsvCjXXzv1a+uLDpmOweqqVx2ENaedcIgHxlIudWUotE+dMb5EkX/D8qAmUT9plrRX99uBXUPdQWHy3xZkJSGPJ0Q57u37Nx+5uPppxeLSIEm3jemlP7vvPlhEbk7V713A4/k7R8GnrOx/D7go3n7fTfY/oRxmnxvQXzVf/3B8f73vegb2e8dQuSMKKIgJcaKDmCSpgQ8IgZrC5q4f4SkEVI7sr86DsFCF8+x73XgdrnzzKzFR2GnhC6TLxbeMLGRVTAsvTIhrInZLcOwZEWURCsNh7JHlSZZpt3gc+J1yVG7MGr/XooX6Qm00o7iQFHlgAhEPtAd6DETKJJjKiWFUfTGS890zJzHADPXU9rAmdJyz8TyX6/Osq6uDuQalWOntsJdE3X1WGUUxvlKHZhnLrBb9HTR5L6wcK3XVs8owYkm4yYYHmsqJaGYyFa10tEK0K4mVBP1tRusjWKvWFx1q+jp25JmpWaaISNKjFF2X0rCcjWh845p2VIWHSKRpqnx3ukwzUSW1+aIBGUxWm0rGKcMumJ7id1e0Xz4nLY9JIFETKHVsKl6Uu9GI8G0UrRF3K+0VbHVITMPfSKpIBtSQTx3EXN4je7tn0n5eb95q0/1ZySezoGbaIn7BuA9KaV/vvHQW4CvBb4r//sTG9v/TxH55+jA7VOBX00pBRE5EJHPQ9sWXwM86TT/2MlXRCzwIPCRlNKXicg/Bf471O72vcDXpZSu5X1PBMUQkQqFe7wctW380ymlD+Q1Xwv8vXwY/zil9EN5+/OANwFngV8HvjqltHY3fIZiAPY7SWxVgS4Ymii00dJGQ2FKam+ZxZoDWdJKw9JOWaU9AAwWS0FPM1bFB+Fj9PHTR73fqV1fmu/3eumO12ucwliaAEuf6GLBOa/433mRWJkVSzkg4LE4WllRpAqDwSXHdtxhzoS5jYSkOr13F9o3XoTpiMK4llb04jmQJS6pNGZFQU3BPXXJdgFny8i90yUxCbOiY1YoXMtHy0cPt5i4xHYUDnshpYQ1mnjPlGoeWpjIQUZP7BSB2ia2i567ZweqYRwsjyxnWFOoQ0gSlt6M4vQxQROFy22lrh+up8RjYsQV6lmnjhFC3xWIsSMxwpVKU25aRTMAhM6QrDp8dF1JFxylU/REiIbUlbRduXYLMeqAPT2v/4ft1Tm27LGTDjdfYncb4kFJ/dzH8I/NMOUGZdhGhZUVETnjwAfSyuKvzTMqIrcpVtqeSNFgJj3MJ2rG2a3bV/3bXqh/Lw5xf+LyrT/h7/z4AuCrgXeKyPBr9XfQpPtvReTrgQ8BXwmQUnqXiPxb4N3oz/lfyUgHgG9mnd/+A08ybIOTVb7fArwH2M5/vxX49pSSF5HvBr6dm4difD1wNaX0AhH5KuC7gT+dsXbfAbwC/d7/moi8JePtvht4XUrpTSLy/fk5vu8E7+dpCSUWqI17ZbIBprfslpHaSq5KDVc7yywUHMSaXXY4lDNEiRSppEwFnfQ8bD/IMugXZuVlVBg49IHCGIwYmpBYeXVOLkTUrcErgqGNAbAKGTOBQ9lbD/uIWArt36aa3TTnjCuZWOFccY0gJYUEzp1ZcAMAACAASURBVFdKJ26CVpcLH4mhpk2BQNDEK5a5VX+7C1Viu4zcPWk5U69wJjAp1RPNmMgHr5wHdMh2oQ7cM0lcbi3WwNwFCpOYOf3Rik7/0+dF4GzZMXF9ltcUtqpeBd1XE5bBsfKOLYVoZNyxyf5yhodXEwoTuG9nLYLUZ2ztIJ5jbHYirjp8V4wDN+c8vq2Icf1VUVlMQ5Wtm9p2LfE4sNus9VgbSIlMS06ZuBExs45wrQYgtYbingWbZYOcKfRrbRysPKmD/soWMWtPiInEphwt6MUFJEtESIxIjOB7/M88gHSd9oWXDf5fT3BfvboFZ/knLhKbqhpPw/On9IvcuF8L8OonWPNa4LU32P4g8BnHfe1jJV8RuQ/40vyCfyO/0M9s7PJ24DX5/s1AMb4C+Ad5/ZuB78mXA38MeGtK6Upe81bgS0TkTcCrgP8xr/mhvP4ZT74G7ef9rfd+L9/7om9UbzAb2CkUBtYETby1Nay84Uxw9CnRRrVGV92ExF7sOJQz9GZFH5csfECyUPtjaZ8iOOaxok8Ru3HudAT25ZBr5jITMyOle3GGjCHuKUVfZzvuspWm1OKIKTG1jku1Ye4Sddnnd5LYzWprtdXBmI+ClQIjBX1MWJHMChR2y8Q9E9X2vWuyZGeyoK5apQPPlhwczHEm8mhTcaYMTG3kXNXyGWdaPraacu/skMY7Vr7ASuQDixldZsnVWbRn1ResfMHF+QGV63n+2QVXlzNCMiMh43JTs8va8r6NwsOrKYd9yf3b10hJ2N7SdklKBlds6HJk6FmMuSruCxUB8oIplYHY9AWTohupzMAINXPOZxfjgCt6+mVJMekUVZEpxvGgzvA2C9GQfI+Z9UiNJuFFD1sV7LWEvQJ/baZ435T71p1DnNo/ySRodjJA1yOHWmlL12pD+/IeaZHUL04S/fdXSAnuL5zMxeUZi1Mxdf4F8LeArSd4/C+gbBC4OSjGvcDvA+RKeg84t7n9ujXngGspJX+D53pG42+/738f7//lTMp440u+jiLjcJtgqW3BbmFUScyroM3A/goJ+pigLyHeRbA9BzzKQa+XsQAre5krwLVU00tHwyFTtrE4ejoOuUzJlAOucLW7j9JA64U5u1SxpkoVl+yc2hgKowm/DcpAu2uSqG2fXytxrvKZxizjoOtcAaW2QfFJlKVW9Zwte+ZFz8I7JkXP7vYBs61DjAlcu3KGvcWcvbbmrknDfl+wXfRcmC44P9/nvjOXsTZw9XCLZVfSBsfFuuV9B1MljATHYVPgk7DlPN2eZVb0lM5TF/1o8X7QaJXbBsd+X3A1q4bFJPgkPLqcjwaZzgX6/vHU4MEos+8LVr22Eto2O2pERv1h36z94ayJFEWvLLqqoyh7XN0xOX+oMDUbiMspKVj84WQUVQ8SVcFs1eZWQ8Du9MRrnnRg6S9vq+lmVBlKiQWm6jHGI5X+aKRgtNqNCTnY06RrDMRIahPxcG1DL6GHGOm/t6L4y3dGAv6k1XYQkS8DHkkp/ZqIvPIGj/9d9CLpjcOmGzzNU0ExTrrm2LAOEflLaKuD+++//0a7PO3xZ9/5r478/caXfB0+Gg76gmXQathHJRM0IdutJ0vbO86FixSm4iA1lJmOfD5a3hHfi4ilNtv41NJkayMjjrmcH4d6CWiiQUyiTlO204ypOGqjdOY60499Zq0e9sKl7UO6tsJI5K7JhCaoE8S1znGh0v7xlgvUNhKSUGc3i3u39gjJUHcVddEx2zqkqFsOr22zampiEu7fucojh1vKkCt6zs0O2N46wBWevivxXnupy67i0WZCZSOXu4L9zPSykrgcSqbOUpjIh66dJSW4a37AVr2icj19bhnM0lpRzQ7OE8HyscNttidLalrazKTzwY5OGX1f6L/Za85IIoWarvW5jZBG3WErcXQIKZzPhpoeV2UjzkGQpwiYIoyMtYE9hxhMioQoOpCrehLQPXwWsZ7kndoJjfoQKiKvxpqQehX7SBHECCwbVVIy+qsqlWgPOePHU+cQ25OC0L1uQvmtd1Yb4tkUx6l8vwD4chH540ANbIvIv0kp/bk8DPsy4NUbHOabgWIMaz4sIg7YAa7k7a+8bs3bgMeAXRFxufp9QlhHBlS/HuAVr3jFk+LuPlExJOM3v+xraIJjmemzWlla9ntDbYU6WOZhgomGj4SGc8U2IJRFwdnwXEzG3VbU7JnLxBQoZcp23OU+2aUwhi0b6TPBeZIqKrFMrWWr0HbBbpk1ZhOUNrHyho8czPmsBz6CSKL5sGHRb7PfVXTB4KrE+bpju+ips71RTMLd23vURUfTl0yKjkvnHsMWPcFr1TadrDh3/jLv//3n4GyktIGtqmE2XVJPGrWLz7ZAfXB03lKIohz63HqwJjFzPov2GC639VgV2WUaL/0LGxmgDVYSrYm0OXlNXE8fLR+8cp7dWhPPsG5SNxCh6wslUGQkhLWBGAVLMWr3uuzcMTgYF3n4Zqx6yrmyX6MY8gccMzlmSKRiosLKJCqON9/SqgSTPdwy9XmsXK8/mbzo87Ugi9w+MYBNUDpICXumJ1wtSL1FDKQgypi7Q+KTVkw9pfTt6DCNXPn+zznxfglKt/vDKaVNfbubgWIMsI5fRnvHP5dRED8N/BMROZP3+2J0yJdE5Ofzvm/iKBTkjonXvOOH+bE/+OdwxlGIqns50b5qVwhgmQbDwjtCLNk2CQ+8bHaBvasNOzKhSR6LYTvMR3bceVfjRLIZZ4dTAUou2ilFRhVMHewWagF/oerockJonSGmgrruSMDWpKFyju2qJaQdmmCZ2sBd832siYRoaH2BM4HpZF1Fee8IveoTTOcLTBF47KGLWBPV7t4EpmVLUfS4oqdtanxfqG2QRHYmK9rgiDA6XlhJzIuelOBqVxGSUBolU3TBUo6GnglrEhWerUovrZddSResDtVEj/tao0pmg6FmePQiu7MFhetZeUcfVEktRMOiKdktFdPl7GVKO9djz2I6zqkub1l16owhqtmbvOh1WrRjEgWOJFIxCWMV4xtWJb63/J2f+RSet9PwF1/2mCZKc3TslIIhrQpN7kkIeyVplTWAy4S4RFr0EEFKsDs9/rGc/HPitTuPl0G93SKd2gjdML4HqIC35l7k21NK33STUIw3AP86D+euoGgJUkpXROQ7gcEz5R8Nwzc08b9JRP4x8Bv5Oe642LR0HzQZZk5RCk6EbYQmOK60wnYVSOj+d9s5tdVECVDbOrPdVKIypEEes6PPLgsX6wlW1B+uNImd0lPbyMz1nC+0it3vKu7duYxYjxHYmR/StSpofq5esehLXJ7on93ap+1KOl9kokHPJAldXxCCpWtLnPOIVeGYEA1bkxVGEnXRMZ2sRmqtitdoX3VrtmD/cM687Kis1wGcGVTlela+4AyDjVJi5R3bpYrq+GjxwWR3Z8MkQ9xK61llZbReyPtmq/votE/sC/aXOpD0OfHGJKxiCTLlrOiQbme7h+CyQ3FQZIMLFGWfWw3kit8QexVjT50htMXaSogIVhOvnbSkrBWdvOFwUXLh4DlUrcH3V5AkSDRgwhGthwjjZ0sSYpvV0UxL6oQU8gkR44hxTlHGFsSo93mbR7wtrldvfZwo+aaU3oZe9pNSesGT7HciKEZKqSHj6G7w2A8AP3CD7e8DPud4R377xsBbL7MqVkyCFCrZOC+EJiudTazlUtXQ46hpuFDXWNHBV0L/PVMGjKggepWT1cVyxSIKjsjhtKK2kcok2ihUJnGuapmXHRfmB0omOISuj6TsPDHfWtAYFX7Z8Y7SBjXIzD3SrfkhfV/gXKCqWzWRzF5tfVcSvFX4VltSOI8PSTG3Zacwrg2pRWMiVdmpF9tMnZd9tOzKkjIrkrVdyWEzYV5q5lj1BSnBQV+yaGtCUg85m5Ocy4I6KYkSInKV2/QFB63CvYY1fbSsfIFBkzUoTKxyPZOqpaw7QMDC4kATf4yCMTL6sqUoaj2UKcH94YRi2hGDzYacWuUaKwTA5GQ9+LhFb5gXiRdMS0Do2oqqXFf0urPSyw0caR+kKErAiB1xpZRmgLgYWHODa3Lef3lnVJSftG2H03h64394xw/x5pd9DRio8dh8Cd1JGsXWuyhsFZFLsybTfj0XG62StdJNVEYhYRHhQuXZKnwmOPRMTQMkmlQxK/oRutNGwyz3bgvrESw7VYMkVfYCQAK+9Zw9e5Wy7Lh6sD06C+8dbjGtV5y/cBmRSJdJBnXdqHNw7yjLSOgKjI1M5wu6pspC4mvvueCHKtKP1vOT6Wr0bJvPFwQ/uBlbnA1sl0u6MGj4TrncTHhkOad2niYL3uxUK6aTFV1XjgkfNIlNKsO8ajhsa5q+oAnrHwF16Mh+cdZT2IBEUZaaJMQzHufmDRhbLQNDEJuIXp87eqdiOZJGdJiYROzciGggCTFYPv8zf4OuqSkHFTYTRw2IFCxi/OgNtxmpd8TWEduC1LuxzWFKv+4/D++zPf36P5Nx+unfBlFmSx2DwZLbD1mq0EqizN5vzvSkpHqyk3y5bkT93iLaStguO6wktjJ2dbte4lNESFyoC3XFBQoTWPmCwgTOTA+ZTZd0fUFCiRrG9IBFTEdVt6Oa15mtffp+uLzVQdXycEpRdeMgKSWhKntiFIrsTWZMoJr0xGDHSjkloay0WjYxbHidqRnmfL6grLrR70xt28Mo6TgrVqrHmxSu13jHYVdqYsuJ6erB9jhQ61ZuTOizPOyb1A2L1YRlV9H6gtJ62py8nYm4bFvvY0UMghgwosk1Zh3llAwpRrx36wSZ1dOSHy79s65DlGxNpElWDqYU05bojSbgXEHvzlakSaMV60Zsaj8Mfx95XCLhUHvZIbchxCSSTzrUs+Fxgj63c6ixwGnlexpPU3z5r79xvP/ml33NhlB4yuIyCWsTpR0GJJ6tIhwBnw+uDdoz9ljRQdTWVkvymkDaGNmdyHg53mbdgqpqqScNk9kS2ctkgfkSosUUHX2zPVajRdlzsLeV6bOqj1vVLcYEYlRhci8OJ177vSZhix5baKVmMiwrBAtYSqMDMWsitm61Z5oTii17YvZJUzREoO1K1c01iapUG3ifB2mrvuSgrWiCo4+GK6vp+PloDziNfnKtL9gOlt3tA7btIelAoWPLrhp/oIbL/MGwMwaj862oFfjatTjvEw2S/xZJqhthDTrxOOpoPCRR36zZccAa05v1fdetBoWbSR7MwdGqN2WoWkoGieloVbxhzEkSxSrnVsby719Uv7resfO6Dz7u3PQ/ekbV04rymdEKTvDEXhB3dpwm39ssXvOOH+ZNL/3zSp3NCWOESRUdMeaqb9CpzXjTykQqG3CibsBWVEVsVq+wJidpWRDC2bGKndQNITh13M1DtDNnlAFmy6AkhI6xWrRZGGa+dUiIhun2IRf+5XsAeOhrX4q1PUUdcZ0qexnnuesH19KGl7/pRcT9OcCYvIN3OBfGwVsK2iMeqmBj9DVFEqvlZLSkL4uO2XyB904t45saWcyxJrLXrHu/s6LDR8NhV44+d0NCa31BjMJiOc3DODtKUA6tBJflHTXJKqzLGJ8HhA5rIjGqdm+KQkLGatXYQEiGwire1wxJ/bpqdsT+JjkCQxu2iaQ12iHpIC3FtSTlEGIMxEQSGX/A9AWEZEymLEsmc3h1W82fOcD+37x/hL65WYM7d4jsGJjWUJTPmFTlx6nne9vGafK9DWNQSRuYcS5/IQvbk4wiF7ZczyA5aiRpZUcagf8i6n7c9oatqf5dFYZrnRtt2GPWJyiKnuCdeo0FR4zCZFERbSIGGXuyNuNY7/6RX3vcMd/9Q//1Kd9X6J1Wj5JwRUfwlnrSKHMs91j1/oBpTZgyEHpH15U0bTVigbe2D6hmK+LhFHp9TzuzQ1ZNjQ9mfP+FVQLDgJoISVs7fTbfvHawzTJThJ0JlM6r/11uAegx6ZVCUbeE3mFLz6RuxsthTdRq1wQgaS2Q7lKHOLSCC0YTXmQtoJ6HgYOO8Ka78VCtpox2WPeJdSA6Ts5ypKjD2uGz3NyuA0BBdd8Al0idHV08UjSQIikmTKFWSKm1SBugzqQNoH3wswnb55m+8Ek1Y25Z3AI939s2TpPvbRx/9p3/ih95yZ9nmr+oleuzx1scL6Mlw6asRP74g28a1/7c572GwsBy5diaasUVYSQOgPbSwkaSSUnGYVpKWc4QreiMi+Ok/mbDFkq9DcHiMg13YGsZk0XNh0Ef2nbwTUWzmLJaTui90ySYGWTV1mJMxsvDGU1TY01kWnZH+oSF1fcWkiGkxMT1dMESEZZtpS2boqcutI3RZZ1eyT3fPjhiMgSfcGVPDNDnIRrWI0kIwSAiGLOWgjGS6A5n2GKpinBpgcQZyawFfQjmaHIZMmw0Wu1GjiTgtOG8kXIbBwDRKjh587iKmDSgHCJiQQqPFFGTb1qz54Y+NcmsK2cr4NxaLc1YpFtx+P4/xfx5P3rT58JpnCbf2z7+zDt/cLz/ji9+FQUBSNTO86UP/sgTrnvV29/Mz33ea2i6ioRieOtK8HsWQxqhYkW2xBkHSAMSgQjRISS2zu4hJo4thpuNc9//25j/6VPYf+SsOkCYdSI3NmCrgMnJNyXBNyXdsqZZ1fjcYx3bAMES2pJi0tDFCVXd0raVQt5iP8KTnAn4qMlqWLtoK0obxgp5cD0e2zgSCRhKqxWuDxbvHTHopx8CNF2JkUgJxBgx+WoCAtauKcjdas5kp9HBUeGRziJDE3Oj4odc9aMSmz4Iv/qB5/Kiex7i0s5BxgZnhO6G88WmLf26Il4//5B4GTQkJh1m0pHanGDj+ocXyL3leDR5W4c0K1I9IbmCVE5I9TafmHj2kizuEJj1aYBeNTobsTY9aeId4lVvfzPOzhgqMWt9bkmksa/ZeUfTl4RoRnGYSd0gdgniwXRcfMO7Pu7EO0S5fUiRnR9c1Wlv2OplLiZSbC00ieQvf7OqabtSERKZTZaS0LUl4kLGxw794UgI+j6m9Yqt6YLpZEVhPSb3wIfKPkTBZrTGQHIZCC/A+DlZq8y9suxIURMwmdgSk6HrnbL5sg5E3EiGIbP8Yr6sLwozIjeGVsWmvVHKqmUpWH71fc/nl97/XH78N142Cr7rPqqGNgzm1s+lrYsURZETWbhHbMCUnaqgFR4za7QH3BbEphyr6PUx5N71UBFPS21vtA1yeIBZHiK+IxnHqv/eW3JOPFWkj+N2O8dp5XsnhXHEmKu3Rx9lduHCUy75Q//lx3j/n/pcIJFS1po1caxyndGhUFX2VGWLtRGRiJsHUljecjjS7LUP4//6c0ESzd6W6ttaHbi5usMvJqOVT7+qtYebe86TuqEsO4yNVNNVroxVIWxwkHBu3bYoCs9yNaH1hTLWolEt3gwjK6wfP48iD9pi1J60kXQEF6xV81CBHf1aO+fzMSptWTJCQ3/ksgebgGAUJWEiZuwLX9d2yPGiS4/wwau7vOKBD+rjG20IYCRNDAab47BvGNCliNh+HKrZqsPOV6Qu/1h5q7eNCnfsMQe7bjvEqLdrC9idIYf7mOkc2Wnplx/G238Ee7+HafaZfcqPf3wnxw3iFGp2GrdFSDUlrQ4BuPyf/hOzP/NnjrdO9EsuEpmW7ajeNZ2s1Bq9Lyicp6pbnv+jvwzA1W+5C1fH62c6tyR2/sUHWPzdS9TDoCmLhPtlTbeqMDYSvOVwf2uc9ldlx3zrkHLa4NsS60JGHgRMpay70XE4y0N6b/GZnDFU+4ME5Ejpzn1dWCMLrKgbMQyebNoL7/pIXZlx0Dl43A3wN1CadJ8rUWMixtg8ZAQRhaMZQPKPRPCKU76+fbBbN3zVy38TkTi6LBurRp/jUM7EUUNik72WTFTIWwcScsVbL7Uy7p1eLfihyjZH1iuFOa6HdKsOfG4PdT1UNeJ7isvvx3cL4vQsttnHrK7d+hPlWR6nyfcOijCfkRZKuz14+y/BMZOvsYGUFNo1qZvRHffTfvL/ecI1qZ/ik884y7WW8K2K2WsfZvkdFwircnTzjU2JmETonFq9Z9UwgKpqKacNRdWNTsMAZqJVs29LYrDaZih7VssJXW6nHPksWA8pNyuqMfHamIdnkRC0mlWEVsp0XU2ypdsnpemRVsXQvzXGj4PNGHNfVrXptS2AivWYlDLe+ehEX1sKBptU42PQGU65VWQy9Znc5hhaBeN6b7EuEKJgYlSUxZ5C/FLviN5kvO868Q7vP0UZNSdSMMQDM6IvJLQQI8Y5pGuRZkEqP4b4Dukaul98MeUXvuvjOzFuELc/FeTm4jT53kExf9HzOXj4IUCIH/3A8RcKYyX34v/wc8daEtlCehWrW370g8zufe7JDvYYMf2Hj9J+1zbVt+2z960PjGgKkYRJgZkk9q7uaGsgX17bqoPeqYZE0Kq5zYwugCJrJRRFT+8dIupoPIz2CueRbCw6yEICI6suxnUPNEbBWlRpzfX03ZzJNDtFiOJ7B90IkZSTdkIyLTzlylrbAGa0mzdZfH2zjzscwxDDD+TAotOqXqvwmIePQ2ilet3gLQkEO/ag10ahg1vyDX5MM5MSyc7K3pJWhdb3kpDgka5HmoeR7Ql2NgdjSMYiMZBc8fjnvAXxbIWanQ7c7qDYfvUfpSgChQsUq4Njrwu9YlD9CRQE4+Qu+sbRN47Vz77xqRfcZFTflpNZpr4WkxZXtxSTZkxqZqTsCqEtKbeW2KofIViu7nCVCvLUsyVl1am8Y9GPrDZgHK6FZJhmFbSq7MdEmDJkbFMac6hMRRL1bIXWYZHJdDHuY65LpCHYEcIX00C6UKje8CPS5SFi8PZxyWWzzz4c/2BlH70jdAWhc3rzKtgTvB2HeTHYEVM9bA+dstgeN6S7TptC30Qe6vWOsKqIndNt3pJaQ1okuLqEq1fhYB9ZHECn/fH2Vz/r4z8pNmLQi77Z2+0cp5XvHRS7n/35XDYnn+GmZPHdycSz03M+HR7TKtt/6HdO/Jonje1/9iGWf//ihtODJYUFy8Pp+tI8JxM7aYmdw3hDMdHPwzcldsvTLSe0TUXflcRocC6sk69E2qxaNqA7lJ2mPdS2K6mrdpTETElG9EcIlratmOTEPJ1FulYTTt8frfhUgD1m9EIiBHBObefbplqz1tAKvapburbcuPQ3BODywZyriy2ef/EhkslJOQxtAJOHbhs0aAaSSm4TyJq0IWmtObH5+kNIrtCNjZgiqA6EC8jgpFz1iM1rBifXJrc/jFmznY1l9e5XEya7twwHfLujFm42TivfOyiKosjDs3gEovTUkdBvx/H/u90rvogRsPPBd5zoOG82pt/5CPPv+iim6om9Vm/WhVFMx5Z+hKWZ0lPMV9i6JfaOvi1Z7c/HxNv3jt47QjDE3Iv10Y6V9KpX+/dVV403H1X0Z9AoTknY2jokBGXDrRaTNYRWblAx5hhaPANbr1sU9I2lXziFzXlHl62KBqrxAP0L3o593Hd/+H4+fOU8D1/bVZnOXFEP/WR/pNrd+L/dwO4OOhEpa0MM+21WvEOlPbRxQltAFCW/zBrMvMXMIjJNyBZIDUwM1A7KAopSiRjTObGeEcsJGMf+I9/8dJwmz5o4rXzvsDBj5XuyekAknGjN7OWvYu8NSkuO/uZZbTcT/f6U0JbEoH1SnMK5immDLfuMXfX4ztEvJnSriq6pFFfrbU68BSHoYOv6y89hQNbminWAllkTafpy3M+ZwHKhQ7W+VxGiYfBoTCZSxMdfUWiveEBQGFKq8F2Wz8xVvDGJer7AGDXsVBePdVVqbeT+c4/y2ME257cOtEdr8mAwCSkz8PQ1ZEQ9iMmVPOEITRmz7vMecdMY91Eo29BbDm2hNvUuIJMWdiqoswiQzWmjLEnGQqnb43SLMDt3y5lvt3v74GbjNPneYREjWJcI/qn3HcJY/bLrlz9g7VO3IOrJhKsjAP8Te/IbFwkmjiaTxkRsdolw8xXu7ILuoV1iV+Kbir6p6Fs13xxUzoZEBhxh0o0049x2GKyQBuzzsMYabVH4pR0hZfkZAIWRXd9ugHULIASLMSq2nqKo2A3r4VGMcHAwx2Vx+s3jE0n4kDg/XXJp6wCSQflta3LM0J6IOQGbjdcehm0cIXBc12bY3Dc+/ooodAWyTEjhMd0G3KyqifNtHbS5glTP1CXZFcR6fssT75qs/eyL07bDHRYpWYI3XC8p+GSh+FIdXhz+1m+e5NXQxPuJrXy3/unv5wFczCaTEaLQLyaKT+318rg7mBI6ZZj1fUHvXcblDqiDtXrbpG6oyk4NL7NAel10FNYr6iFTrV2+DfjfmJN1QpEN4hrEBEzVUFePt17fvJwffgBi5AjlamwxBDu6J29W0EOC9inx3gPH4Jg8rLWZTGKzvseIqGD9/E8Uw+dy/b6bQ74hIcfeEZpKXTFWXodqPtO/XUGcn6G79Gn4cw8Qti4xe8FPnuB/+bjx+MHgSW63c5xWvndknOykSve/mPi+dwPgD66e4GWUofVM6KkWs5Va8jSVTq6zVjBAXJWQTJ7yO3zvxj7pZlgbsdZTZFzwwF6L0TItVvReE3dKMpIknAuEYKirdtR0GCrj6WSFLT1F2eO9thbKslNqcRhU2dLjjuOxR3e5655r+fEVUI9Jz5iE98PX0GLt2s3jB98/4aceqvl7n3HAZ5/r1EVZlI4dN5KxHrcfldJ0e75v0uOS8TiEy0n7SPshrSUsYzDEtiAsa6T2mIkH12GuXSHVE3Al9uAh4uQsaXbppv6fjxPP1sr3NPneYXEzXAdz6X663/ltAPbe8u8494VfdKx1MRjs45ULPyEx/66PsvetD1DULe2qxjhPtb0gJUNY1KNfmuoq2LEvOFB6h97sS/7jzwLwni995ZHnH7QVhjWDLvLOzh6+d6NYukjCRnUPuXDvx0jBEb2SNYa+rjURbzRRG5Mwxo+VrUaVQtSfCgAAIABJREFUk5tkpts6GcZNPd48oBtaIZ91JvDBhee+WskYA2Z3gN4N/X+3YQ0l16nObSbXobodtg33Ae3tjiSOjDEOVqvfVYlZlJhJA3EJZY8Yg9m/Qnm4hz+/4gRdsNPIcZp877BISYc9J6lGpy//HJr//FYUNva+Y6/zvb5QfIZKj53XfRC+9QEAqq0lYgNu2tDvzRVatqGANvZ3beDTf+rnH/dcf+Dfv228/67/9lVHhjijmI6NrJaTI5XrcElvTWSxt8V0e02jtTlhxaiwNMlJcLMaXT9XBISt7QXLxfprZzYaf2mo8HML4qU7kfPVAZJkVHUDkMyqC+H6dkQ4Uv0O24FRP2P9wjmB27U3HJL0x6PqSb1TmcohAS9qzKzDVEkVnrxHDg+0Ao6BrXt/+HGf+a2IUz3f07htIqI+iCdJvvPP+UKuDRjNdvXkO29E6B0Cz1jyBU3A9u/cDSi7rf57V2m/9QGMjbRNeYQd9pL/+LP8zpf/oad8zhFLu4EuGJKUzwadzgViVC0Gmx/v25IQwG7M2YaEVhQcGfINEY5Uq0JVr+jb2eP2GwgZw2AsJWHpI1/14KPcW1ve9NkXjuwbBgIK4L1VJp8N2LKnqLqjb9jEdZKVhJs2hKYa5TsZq+CInTXENvvgiRkv+WPvlO1WtQgtdB6mNWn3LMmVPJ1xah1/GrdH5Mn3SZJvPd/GyKYq1/EiJovvT5bon46Y/5OHjvy987oPcuWbXwhkxTHnx8r2hW/5had8vs1q8eU/d9SR4Xe+/A+xdeYaKShkzXfF+nLfRsL4Q5RGDC2AyYgKkTgy3mK0qq2QZO1cEWVUjhvaHnHwbIMjkpRzk3j1hYoHJu5xveQjfnC5xeG7glB4XNnjsvnmYAuksLGIqVTPtxjgZkVE6kQ8UEYbNmJivqIQA8kQs0B7WFVKtnAK/8OYo6X70xTP0tx7ina440KyChbC4mMPPfX+OYwJqrJlj9+di9ERk95utzj7fcq6c87zqT/xiydaa61CzD7rZ//j4x7bPnuV6Zl9rSCz80ZR9urCLInYq0DRYB46JFWTh3sur6knDWWlFk1F0WfURqKsPSY7ImuiDophzvuVZUdRKJKhcJHXfsaMb3xBdQSFsalBPIQmYDf+YISuQGxQU9JJh6l6TbxVrwl3EjBbAdkBJgZzNiITNS9VZlsYKd9H3I4zZhhnoapJrkDiJxYNcytDRH5ARB4Rkd/a2PYPROQjIvKb+fbHNx77dhH5PRH5bRH5YxvbXy4i78yP/a9yDCWq2+9bdRpPGqmawkp1BQ5/5b8w+4rXHGudagqcDDUZgw6InunK94ni7n99cubdB77yc3nhW37lho997M+/BGB0/hUbsAy9Xa1Uy3PtmhpcLvG+JsXiiNKaK1REQyvPzMhzfoTAHUUlPB5/O/Sw9xvHc+7/GE1fsHz07BGI2hFx9SRHBHRCV4wtCFv12EmryJXSY2a5arUCpYOdHWgbWDZI4UldpixnDQqJancPqpaWeqeYXx9gtcTsX0Oexr7UoO3wNMYPAt8DXN+0fl1K6X/Z3CAinw58FfBi4B7gP4nIC1NKAfg+4C8Bbwd+CvgS4EmN7k6T7x0W5uwO8cMHgHDlp3+SS8dMvmJRa6ATRMSA1xZHu1hQzWY3ccS3Vzz339048QK4sscUntAWaxbYkUFVoKrSGq9bLnBoA3gQ5xm0EVQP12ZscK4k0Wp3EGnfHM4ZG0ekQgoKqyuTyl86G8bhnkjCJU/IOsUDVG6A2vleReVDr+w/MQm7vcTMeqQEtiqtWouStL0DMSKLw/EzGJIuXRaEDxYJae2c0Tlk1WOMh7hEvFdvt6cxns6RQ0rpF0Tkucfc/SuAN6WUWuD9IvJ7wOeIyAeA7ZTSLwOIyA8D/z2nyffZFdOXfiarhz4ESBa+OV70LRQVJ2LGRTMjtCtE4PJP/RT3fOVXnvyA76A4//r/D4BHvv7F60Fclrkc2wtFT/IGEMp5Q3tF0RLD47bsMTYQUXgaLkGUbBtvgZDtk3Kv2EZcpkzbwtMva9Vw8JZdGwi9pV9V68Sb8byDtoNKWbqxAu66cjzulARTeMq2gEmv1W5dkWZbYAxxvoN0DTKbw/IyoD1gbUZ6aK8TDAoWMR2pcUQ84iPSNtBcN+C7xfEMoR3+qoh8DfAg8DdTSleBe9HKdogP5219vn/99ieN0+R7h8X2F30xzc/8GGCQ/viykr4vTwwbk+e9iPDu30IEgv/kQXJefMNRQfDL3/QiTY5ZK3i05tnITWID1Xw5VojAWAEnBFN5sAFMoGg7QlZvc2VPMV+BRHX0sIM+sEHKiCsDZrqi/8jkiJaDcZ5ycOBodf8hSXWditKXpSj9em+OmbRIHZSltuOUoTbdxgz92rBWLBOHXvEM2GCTtSJsUPcMF8Bn9w2bKP7i8RE0J41bQC8+LyIPbvz9+pTS659izfcB35lf/juBfwb8BW48sU5Psv1J43TgdofF7qe9hLJsKMuGqjh+xZGSxQdHCMcXvJ5/1suJSVXBrvz4W27mcJ8Vce77f5tyZ0G5e3gEmmZdwjiPK3pFGNTdjam9JpHEYwgYCWOVawuPKbwaXgar0K/NBLsTmH5RYvb57ZHnHdEaVlsYrlC6sdlY67MQUOgcsbfEVUVqgKZDlgvt08aAaVaKJSyMtiVUV0cr9oHiLXE9gDMJqYJWyEAKtz0G97GU0is2bk+VeEkpPZxSCimlCPxL4HPyQx8GnrOx633AR/P2+26w/UnjNPneYSEiFFWgqPyRIc9TRUqWFC0pHV8T4uyrXjlezvorV27iaJ89Mf8nD2GmLcnbEblgy47JziHVfEUxaRVZUHVHHDkGJpmpIrYKWJc08ZY9ZSaO2KpXYkOwea0SO/pHSt7/42f5le/5LLquGNsbA3VYj8FTz5YUZX/EPNSPIutOhdXbQoWKYoK+A99jugZi0ORrDMnnqjcnYikDkiFqestVcpScnPmEZJCUbv52MyEid2/8+SeAAQnxFuCrRKQSkecBnwr8akrpIeBARD4voxy+BviJp3qd07bDHRgKF9P+4UnipL2zrec8B58RD59oZbPbMcL+VJ19TQdYjHQUWwslLOQEapNBbKQ7mI7XnSIJQgSbjdwkYetWk6cNmEohXiGW4/5KCYb2kbm2MTYTb3bEsIVXu5+gDhcDZXowDe37AuvC6GCRGgexX0tCAnL5UVg2sMoX95XRgRxgYiRGj+n96GzMoKpmkla//uk/L+LTeO6JyI8Ar0TbEx8GvgN4pYh8Jto6+ADwjQAppXeJyL8F3g144K9kpAPAN6PIiQk6aHvSYRucJt87MpTLf1JBdWFoQ7VNQ1XXx1qVyGaLJz/MZ10MKAgz9QiBJAnTeGJWJnNnF8i1RO9V+HxT4LxbGIpa5c2Mi2qDlPVyY1uqg8fw4zgI3tjA+bPXOLuzRxyU2mwch3Ru2mCqHn84GW2XFPmg6IcYDT4LzVddSeo7rXqDJ9UT9VyrhvOgQWKCaT1WwpiARI/4Hvp8xTToSccsqv40nxmJp5fhllK6kQvtG55k/9cCr73B9geBzzjJa58m3zswTBH1jDyRpZCMyfraf/lZLr36S4/3WoPt/LNWW+r4YasekjoRi1HIWSKL2UQhrgrMpIX9KfXuAaur2+PwrZgYMNoWkGIFGOys0TaGDYjNLLrBGt4knLe6JgmrvS3FCZs0Jl43X2mfOL9G6B1l9mjr+yIjItTzrV9W2LrV1sLhElNcIbmCcM8D4DskRsyVR2G1XGe70ml/tw1wxCkDHbh1CSnB/1ANdQmTCWl7h+SKW+pifLvizD/eOO353oGRomAKOAaJZgyzexZEVdEO33Y8B2NQTQKRMA5zPtnD1u2oqEbQib+pFB8sJlL+zSV20uHmK4pJM0LQ/GI2ahOLNPrD6bJPmgvYWYOtO8rdQ+0dZ8yx2IQtI5Mz++uDMHFMuikKbnuBrVuKulNihVu7WMTBhWMw0FxZ6AIsDjH710jGEnYvae93E9FiRPUbyG2TzUHikDVivoUEXQ9tg+zvYQ43jvU0njCOnXxFxIrIb4jIT+a/v1JE3iUiUUResbFfKSL/KlPt3iEir9x47IYUvNzA/r/y9l/ZBD2LyNeKyO/m29dubH9e3vd389qnV93jdooE0UM8Qb/NPP+FoxZB+MDvHnudlYizCXsTxp3PthgSpZg+45/8KE4jhUcm2v6b/sNHmf7DR9VVuew1ASfARrARqTKEy+vgSo0wNYmHtlwTGoIZNSOMXetRDHTfFIXUO8RG3Hylrs4uKC554/8rBjNC21LvoE/gg9KCjcE0h9qCKNWLbej56gtz5AprU3R9TL6g1XLnoW1wX/L7t/JTJ34ct9s5TlL5fgvwno2/fwv4k8D1SibfAJBSegnwR4F/JiLD6wwUvE/Nty/J278euJpSegHwOuC7AUTkLNoA/1wU7vEdInImr/lulAL4qcDV/ByfJCGk6DiJm8XWH37Vuie4d/zKRMyaWfXJHqbqMXWHnYOZ9ZhZwu4ucWcPcbtLir98A6aXiYpumC/WQjdVGpO1SAIbNZF6o3btTUn0jtg75KIHEj6u2XAiSQWWsjBPCtqOUAGcmGUwr3OmgJGhljo0UTYN5vAa5lApwnH3HEymOQFvJGHD2I9O0WjLIYhW3h4dPUW0V3yr/f4+DqTD7d6uOFbyFZH7gC8F/o9hW0rpPSml377B7p8O/Gze5xHgGvCKDN/YTin9clLdvIGCB0rb+6F8/83Aq3NV/MeAt6aUrmSGyVuBL8mPvSrvS147PNezPgZRFjXFPF7sfuEfwXshBMH3x38tazqMBIycYNGzNKpv28fsdIgD2RJkBsVfbSm/ZUXx15rH7T/QhcUGTBQwasluy2zJvjnzTELsMyZ30ND1jm7vLOmBGe3VHdUzzmw4sVlvIgrJW8UHZ5diOGoXFKMlBUPsClLvSL3R6rdtkGaFNEqSiPWMlM0wKfKFpLPIuQozb5FJvyZdFEoGGeFmhqdF4WwgWdzs7XaO435a/wL4Wxzv/bwD+AoRcRkL93IUmHwvT0zBuxf4fYCUkgf2gHOb269bcw64lve9/rmOhIj8JRF5UEQefPTRR49x+HdKCGDo++MlxbIsSckRoyOdQKWsKCJl2VKWp8kXoPimltQDXdJ/n2zf7eVo/GnLLmNnIxRZQ8EzVpCgA70x8eZE3H/Usvp1h5E4ak+AVrEp2LH6BWXUDW2BTfGeGJV04ZuKGCypc7liDUq4aFYkY0hlvRZvLku1hZ9PYTZDLtWYixazE7KNPJhJRLacwtNCWqMkTuNY8ZSflIh8GfBISunXjvmcP4AmwwfRpP1L6IXJk1HwTkrbOzadL6X0+oHdcuHChRvtcseFFGilYyIH7/6lY68bdGNPQjE2ThNwUdzm13CfyHjR1xE7SB10e0/8gy4uUGwvdYg2DypuZNcnb4pkicY0ws4g92gzVteWPbNLV6h2Do86UeSka7NMJNGAHPVks3bNeOv7QkkXq5KwrEkro62HvX1oG8zhPvbKx4jbZ0g7Z0hlRTqT2xCgPV0foBC9TQrYKhSaNp/CuW3w6WlR3o/p5m+3cxznZ+oLgC/Pyj1vAl4lIv/miXZOKfmU0remlD4zpfQVwC7wuzw5BW+k7YmIA3aAKzwxne8xYDfve/1zPesjVefHgUv85eM7xsbslrDpG/bUi8xIMT4NjXTtvaRWoBPSu3/kCfervm0fO21wZxaYnQ0quEUZYhvgguTtKD0JqBhPEXCTFlf3lPPVWgHNRUzZjcQOKb32h8068erQbe3LFrzFtyV+VROWNeFgQjpIinxoWmTvKmb/GuZwj/6eTyHsXiBun9Vjcflr5tPRa9/ZDGZz0s4Z4oW74OzW09Z6uNnb7RxP+UmllL49pXRfSum5qJblz6WU/twT7S8iUxGZ5ft/FPAppXc/BQXvLcCAZHhNfo0E/DTwxSJyJg/avhj46fzYz+d9yWufks73bIl07l7t7SVDunb8VkpMRgH4J0ikZmOmd/DwR05ymM/e+LRvIPVWb7/3tifdtfrbBxR/raH4pvUwTgCpVJg8tgUEowlxWY+DLbER65SGjPOE3iAuYApPsXOI21qNOr1D20JsyPC0LLruQnbNSKRk6LuCblUR2oLYFsTDakQ+0PXQd0jXYvcfQ3wHviPVU/Vp24zc3027ZwlnLxJ3z2d9iJLwvBfcwg96IFnITd9u57jpnykR+ROZjvf5wL8XkZ/OD10Efl1E3gP8beCrN5Z9Mzq0+z3gvawpeG8AzmV9zL8BfBtASukKqir0/+bbP8rbyM/9N/KaczwJK+XZFvLiV+qdBHzw+ILiKRliOtonfMo19dZ4//AXf/7Y657Nkd7/CyRfkEJB+uhvHH9dAdRApUkhtk7RDSsdcsXeEtrMlstCPaYImJ2O8u6livhMm5FuvNmqgEHrIeN8zbr6BfWX830mXKwqYlcSVhVhr9CK1q9xvmZ5CDEQ52fw5+/RxFoWUFpwWYR9MiEZQ5xu0116IXH7LN3zX0z1Ob9+Cz7h6z63Zyna4UQMt5TS24C35fs/BvzYDfb5APCiJ1h/QwpeSqkBbigWm1L6AbSPfP3297FWG/qkivoL/ySrf/89gIA/vpD1cDKe5KQs/sCLCb/xS4DQ/dovwJ96woueT5qQz/0W+PU3apHqjw/bSws0+faJuCq0co5GrXtsGHUTjI24SYOtekJbYLcD4nr6h2bEYNXrDa2cpPSj2E9CscKubgmdw4hRPQifGDzlvHe43uGbcqyU06pHCEAHE08yBlxJGi57jFH0Q+m1kTqbkaYzUj0lVlukaof6pf/5Vn/Mz/o4pRffgTG/cDcrASGdqK8VohzBzx8npi99GYe/mb9YHzo+OePZHPbsA9mV+KSXtQIZkabJUmUkUxRiUxG9GmXaqlPftfzY4TsvaaJEWwwq1J5U4McAQcV8BpiZLXuFsvmEMRHnPH1fZNSDw7elylnm5Gtao6aYRplvUlbgClyzAGOJ8x2M9ypDWZak6VwHcmVNnJ5h+/z/dis/3sfF7Q4Zu9k4naLcoZHUiZyTeBempOJaJxlI15/7RYhkL7fm6RPNvpPCujKjTZImrGNGPPOA5usCpAqYSYdUveJzfdZ2KDy27jBZLwJAtkqwpVa18xXF9gI7X2Em/RNmJrWKV+eLofc7VL8j8iEL+qS2UOhZryw16VrMlUfVn215iDRL4u454vmL+Lvup7vnU4jTLfzWRVJ9/uP8NJ88Eqdth9O4zSJ6ySfYSaovS4wnOym37rqHKyaoqIt88rhZPGW4iKQIJ9DXcLMJYoQkQrqqyTW16yQIjAMzTB6klSXFN7yMdGWBfUuGFQ4OE3GNER4EfIiiyTyLvptShXpiMMR4tPo1NmKbEtsWmLjRvmqbdashRmW/uZIwP0OstrCLy4TZOeLO/Wyf+ae35ON8sjitfE/jtoqEg+TgBOLoMCRr4eAjx0fmpaSV1G1eSHxCI973R5CyR17wBcdf9ILsRPP/t3fmYXJd1YH/nfdq667e1dosGdkGy/IGsmUcs9gMdmwUwhezxzAEf2PyQVgyZByG2N8EZxLGGeNhmQESCAkEk8wEs8RjgwcbWdgswRhL4E1ekLBlS7awrL3VW9V778wf91Z1tdSS3qtWq6tL59ff++rVffe+d6u66tR5554lUTQO0MgFVKhPJ1lLI1mregxAtYL+eiey6XkXnVYTrkmAVgP32Ch4cdWXRdziW6lnmFL3MMXSeD3Zehw77be2wJdUfNQbONez/SMwNl6/RaoFYIT7d1Pc8ii57VvJv7CZ4uZ7Gd70BvaP3ngU3tFDMA0f33bw8zVaEXWmB82iFhTyqLcTP39H+sxmaOBy0yb2cakx/uQu4kqJysNTRdgfglPehVZjqCYE79/rhGk0ITwljCdXjAiUfPcI+ft/SmH7Q0jRaafaoPFOwifA0UQI8xGl3iE6Fu+g2DdEoXOMfHHC1ziOQldqqPYDUMv5ECuMJ64oZrXiwo+jKrnnniLctR0q40hUdeaIyhjh/t0ko9tmVgC3KfZtmqPUkuRkWfQJFsx3Qcmi7Ppp2oDFCcQ+LXVyyX6iPV1ohsq9ue4BNPY/mjseovTnu+s5egEfIJE4312vBWsiBF0xEkDYP+azqqnzB85NjKuhifOWKHS7yLqg7NJbFruHKXaMkc+7mGhVn2qymnNhyrHXpGsvJxc617M4msj/UJn8WmVsxO0kEWxfz74df8zI+GebfEenZjoBFi2u+JrwPZ7oPX8ViQpxIlSe+U2GkUmm3MHHA/L7f0dMCGe/JfUYVUX3O5cz3f5ow8kSpCF0WA5I35m4xGYQu+CLmo/vQeePXOCNhL72WkO6y0L/EIXyKKXOMcIwdqHmibiEO9Wci7CrhM7Amvf/6yh2v7jjY/VNKuPOBS0IiAcWkpTKFLb+gvzOp8n/5mGS7T87aF7TxcwORsuRVR4ufP1vEyUBsQbEI+n9gyWI8Vmzs12wjXny1ocY31diaH2GIIsoJh7OkYyGELqosa6/3naQsMUX6KyR7CkT7SmgowWkEBF0V5ByDInPrytOE9bYVcUIcolfuEtcnTV1QRn58ij50rjL+RtM+P4msUtl6fJM4P7VUeyk1/CwswFXqs4GXMuEVhkn3LGNwjNPEO55AamMEYwNEw49fxTe3QPetzb1djDhO0dxZodsH7D+5acALg9spg9moC7UNdeu687ZyY9spFSs0plsPXJnT5DPEa36OEnvuYSnv6ne3nXDc/R86hknMP17LMWq81TwVS6CjoigXHEZxTpqtd7w7m7OTBF2jDtXtN79BMUKUohc+su883gIOyoUyqP1qtcu6CL0qSxzrroxOLtvLUtZJZrI01uJ3ELc8LDzB664RTmpjNdtwFIZY+jZdx+V97jdMeE7R9Fkwu47PprF/za7OqCRuEV6k711Tr3mY0T5HoIXn5NpXO7e/4785gkqnzs4OHOiHJEvL5SPCDoqUFTCBQHSHbjQ5JxfoBOtf4Nrid5r5gbJx0hHAuWcy70bT/gR5/PRRNhx5PIG1z0mIp8gPQGqideCa/fxycS9vNeCARgbQ0aGCfbvIxjZRzBaywAwfZTsOXznSj5f8/Odo8RJgSSpIsDQT79P8ZLLU41z/p/ZRLBq3kcxm923Rq6rk94zHgNpJupv6uWgzr88OElS5VOdiCZo3DAm8LaBQKEqSMGZIDSacDuUQoz05mEscv9zHwEXFF1+4SBM6iaHJA6cySJQl194fOKXVnJewAc1d7ZkIhvbpF/jAEZHkCAkt29HE+/JoWl1222zmOY7V+kcQBOXHH343rWph9U+yFlc1BSn+SqKtroh7Rgx/NxO1q9dxaMPvTbbwNUfg1wM506ZyuQgCn864twK98bo6ITWKQUg57KjSZj4ispJ3T9Y8j4ZTlVdrTh/LAhj8sVKvSCqeltxze9YK7lJaqNGTNaEx70JorbV/IH9Vl+QO4qYt4PRUuTOeQW1ahZszuBriku1p1n+9Zp32lESsOexhzPOtD3pXDRAx8vfw4JL3pFpXPDD6wjyCcG9n0g/KKe+bFEAfT7LXDK1658mLvWklAUqVfcjW/f/dT7Fzl1tco03TYJ6lB3ghPG4cz+jIui4TgjlqrpgjLoQdi5p5AskfQNE85Zlek8Oh9K+3g5mdpijlC9azZ4f3e7sfmPpPRdAMq8CJ/2D6I4XQGDonjvpP+Ol2U7QhgRhwIrx/wyPRETLlNzL3plqnKr7ycxy53FgYc7oJlf8TWupzXA1fjUJXM3efAKlIoxU6iYCCZzfMA2FOOtz8pWSa/kltOLFgveSwFdtrhXtEpio3RqIM4MEAdrTR3XBMpLywvQv7jjGNN85SvHFZ/owU0HHDi7eeDQpr34rcRwQRwGjG7Jo2W1O7fa6UE4/5tKr3eLW4KnNXzfBVyCWSdUwJJ8gRa/1lnwhzFr0nK96AU7TDQ4QwDXXNvVeDxoHk0KZJ1F7mgvdVixBmCPuGyQeOJWegc80/9oOZBpuZq1uITPNd47S0dWFuweUSbeQaRDJ9sEsrngZ1Sh0fsWbrZpFjfxHtsLYPoLyvNRjgmUnoKEig81ph9Et85wbGNQj3ICJSsh5gZ4y2j+IjI0jOu7y+Y4JGqjTcqu5hgrYWq+YoepMD/Wqy4GiJAjOBCH5ZMIPOMRpvIUCuTdsc9PBpSs+2rS610KzmOY7hwnCmCBM6m5DacmqEXSvWAGaQ5McGllmsxoS5JB8Z6YxYeUkwkUVgv13N3XN3Jt2umrBjd/cACd0iwF0FomXeJtrdzf0drpFM3X5IDQO3d2SCkGQuNSTYeLK0neOEXaMO7e1gndZCxOoRd/VgjDyAiVXzSJ3+cxWBG9nm68J3zmMBL5EeGYPMJ+GMKUUzufz1NaPtW31kOyMfeNqdl19NtGWDekHlZciAdML154/iMzvRPrzLoiipo0m6rTRXAEq424hLIrdtzyafL0gdDXe8vkq+VKFsFh1C3HFKmF/hXDBOGF/haC3QthfJehOkC5Fan7GpSLJwMzm8m13TPjOYTRpxrZVW3ATtj+QXmhUqu46lar5+tYY3ZGw97mF7Pz6QVWuDknYtwIdPAWdf3LT182t3uLsrIU89BYncjEE3j83coUwqVZcdrIIX3DVlSsKwoR8aZxiaYx8aZxcx1g9k5qE3q9XXIl4KXptNwBCf51c6Dwbuvqafg1ZMFczo+VQDdAkJEtOXy1PVKLdvuanqcdVowLj1TxRlM80x3YmeOI7FMsj5Dfflm2g7kKSnUT7m7OfV3620mu4OSeAu4pu814HwdioE7wjYxO+wR4JlCAfkStUCQsRoY+oQ7RujqgL2QCn5YYCxRz0lKGz4FKTdpYprfy3puaflZk0O4jIV0Rku4g80tA2ICJrRGSjf+xvOHatiGwSkSdE5HX+s5UNAAAUoUlEQVQN7atE5GF/7LOS4tbGhO8cpuaulCm/w7mn10uz7H3wsdTj4iQkTnIkGZO3tzNBLqF7/m5yxfRpJWsogKb3UkmimH2PbkKThMIFD5D09KHlbl/YsuAEcakAHZ3O5CCBr0qM89X1FY+puZyBD7pIfB5hv26Q4D4cARPeDJ1F6O9De/uhXIbuHuKBY+dONsPeDl8FVh/Qdg2wVlVPBdb654jIGcAVwJl+zN+KSO0L8QXgvcCpfjvwnAdhwncOE3lNJUspod6zlhOIy1JW3bYl9bhEhSgW4gxl59ue5RfR1A1u95lASFhM7yWx5ebbuf+qa9n2XbdQFw0ugYLXdsVpvBRLaGcZGR6q26RqkWsu61lQ94yZVCW5o+I0Yu+KRoIrD1/IOZe1jk601EH+4k3k3rCN3GVPHzOtV5nZ3A6q+iPgwGQUlwM3+f2bgDc2tH9dVcdV9SlgE3C+iCwGelT1XnULKV9rGHNI7Js0h9E4II6EOEovfBevvohcmJDPxYSV9ItnTrwEiOV3qNN5xY3uG9S3ONO48MI7CVdvRArpbab9555J3zln0HP2cnftFd8HQAtFp/nmC2ipA9k/5O2+EVrB5eithQ773A9BPnIJfETR2LVJR9X5CdfcybwbGR2dJAODJH3H1eLaQlXdBuAfF/j2JUCjxrLVty3x+we2Hxbz853DqIbESbYsOeWF8/2eZMrT4PKq6EHRUcczub5F9Hzy6czjxu7+e8a/82k63vN5imddlmpMz+kvZsVH/5COEyZu9/MXPUb1rlNIunqcrXffHhfm65EAtBpCQ503TVzljFypQjRWQMLYhRVHAh0JksPZeH2uhtzq9HdHM0UyvWiJQRFZ1/D8S6r6pSbPNZXmoYdpPyym+c5hFPelShJh+IXtqccJsQtDJb3PbqKu/JDpvdOnuubjECVUv/GHqcfsfeBR1r/rP7LxU5PlhpY60ELReTeMjkCYg3KXswEXBcnHrsw9MKlEfaHiTA61qLdaXodaBrModj7FLcA0vR12qOp5DVsawfu8NyXgH2tfrq3AiQ39lgLP+falU7QfFhO+c5iYLqrVgCgK2LX2ztTjckFMLojJh+mDMxINiBNXgsiYJvkKhXl7gOHUQ0pLF9Hz0tMZeOWqSe2FV2+geP4v0EIRnbeA+IRlDVnGIOhwYcU1e27NtpvrG6Ywf693PYvdYlzNClXIk/uDLDmiZw6dhqfDNIIsbgOu9PtXArc2tF8hIkURORm3sPZzb5oYEpELvJfDuxvGHBITvnMYXfQiIEAkYOSRx1OPy4WQzyXkMjguJCrEGhJryPCO3dkn26aM3nIN+69fSbIvffmcqNpLUg1Iqund9oqDA6z8wl8z/9+9YsrjhVc+TNLVS7B/r0tyXqm6TGQNBJ3j5AaGyC/e5wInylXCDuepIbnYGSFDIdMHY8bRaf0dCRH5F+Be4DQR2Soi7wFuAC4VkY3Apf45qroB+AbwKHAH8EFVrWkw7wf+AbcI92vge0e6ttl85zDF005n6MmnEAF5Jr3PqGr2+m9xxwDR/n0APHPr3Zz+njdnO0GbEj98G4zuId7yS4Izj+hdBEAuH0M1IDjKYQDFc39G5WcrkWLJVRr2bmaaBEgpcotpCS5woqroaIjkYnId4y4hTwCoknvL8fPjqqqHygl6ySH6Xw9cP0X7OuCsLNc2zXcO0/PqV/l6bAHJtvSaVyWSelmutMiyk6hEIdU45Om1v2hitu3JAwPXcd/w7xOcdmnqMVF5qfevzSZ89fm70L2PHPL40LPvRn2gBYUCUhaCcuK03AGQDkG6xSXmCXB5gvORrwOHzw/RWvqYYrkdjBak75yVExpshgSxcRIQxSFRnP728pR3rGa4mmO4mmPP08ePZnQkfvTNp7j1mwkje9LbSLed/7/YN5LnKaY2IUyFju8gWfcHJOuvOmSfYHQXElXRXN4FW8zrhXmdMK8LOksuCq5UmOg/4Lwfgt4E6c9DKUfu36e3Qx8rrIab0XIUCgUS9cm5M/ghVJIcClQzaL4nXXIed0cFQoGw2JV5ru3Kh771QUZ2j9A9mP49yXf2cu3X3sLSs5emv08tzENWfAzKpxyyS/kl32Vs5EKkUELGRpBcvl5hmCBwjy/sdHZdVYiUoBi556Viy3g3HEi7lq4yzbcN0HqS1XTkX34hI5U8Q6VFqccEYcBolGcsztFz5oubmGV70jO/h0XL07+PAJUoZixOeObp9OkYRYTgxR8gWHR4u3LppT+msuQstLO77vWQ9PShnV1oqcOHDIsz+ldduDFdHS0reNsZ03znOIHEqLrE2GnZXV7Evb9ZiBLwpiQhCNL9Bj++r0QQwOO3Ps7ln2t2xsaSk+ZzzVvXsnCwguqN00svOQWFbY85rweoJ9tJCkWCfePO/LBvuKEaBS5DWotSCy9uR1JrviISisgvReS7/vnbRGSDiCQicl5Dv7yI3OQz/DwmItc2HJsy84/3m7vZt98nIic1jLnSZxfaKCJXNrSf7Ptu9GMnjFnHEYJzGwsz3MN0nzCvng/i0bsfTT0uwgV0jI1nS95uTKZ/ST/LT9xOX+ce4i3rj/r5NQjRIEBLHcQD86ku9HcqhaITtJ2+xFCAq4Kc8sd3tlDVprdWJsu7/mGgMQ3WI8CbgR8d0O9tQFFVzwZWAe9rEKaHyvzzHmC3qr4E+AzwCXCp3YC/AH4LOB/4i4b0bp8APuMzD+325zjuqAU+ZAl+2PbkC1QSoRLDL7/7QLbrZZ2gMSVy2htg8HTCE1cduXNGklKZuG++C7wodBCMD6GFjrpAprcP+nuhIweDfS4/RAvTrgtuqYSviCwFfhfnRAyAqj6mqlNVU1SgLCI5oAOoAPuOkPmnMYvQt4BLvFb8OmCNqu5S1d3AGmC1P3ax7wuTMw8dV1Q1JIoDqnH639EoSaiqM/k9cGeGKgy0foLquULx7V+l+Ec/zmRy0GSUytOfJd7/q8N3DEIIQpLOHrRQQnPupjDpGSDp6iHp6Ud7eqG3B+0sEw9mSwx0LHGuZtr01sqk/cb+T+CjpPsx+RYubnIb8AzwSVXdxeEz/9SzBalqBOwF5nHoLELzgD2+74HnmoSIvFdE1onIuhdemNl6U7PB2OmX8vSu+WyPTjxyZ895bzynHvs+vHMk9ThhoqiB0TyqyuizH2L0uY9kGhdtvZV49HYqv/zoYft1Lv8eHWespbrobKIXvYYk34nm8miuQNy30GvALltZvGDJMUsPaUzmiN8jEXkDsF1V0xqnzsfdnZ4AnAz8qYicwuEz/2TNFpQ6i5CqfqmWVGP+/PlTdZnTvPyad1IuVClWh1KPOf2iFU1dy7I6TM2uXbvYsCHbHUQtLDwL4eAlsLFA2Pm7qfr3DH6O7q7r0FIPUf+LiLsXEvWdRNLVT9zVR2XJGZRe+uOM8z72zGR48WyS5r//KuD3RGQz8HXgYhH558P0fydwh6pWVXU78G/AeRw+8089W5A3V/TiEhwfKovQDqDP9z3wXMcV6257kGI4jmbIUOYKYmbnzNeeBkChYGK4xui+UV524jmcddZKNm/enGqMiFCUyyn88J+In70r9bUkDCgsOYv8Sy7MNMfuxf9I95Kvof0rkM7FVAeX03HWPXQtuznTeWaL49bmq6rXqupSVT0JV0LjB6r6rsMMeQYnoEVEysAFwONHyPzTmEXorf4aCtwJXCYi/X6h7TLgTn/sbt8XJmceOq7Y+JNN/L+nT+SuLUvYv3v/jF7r1BNLLOmMWJjPXjanXdFEObu8glXLVrJoUQZ/3x+8Eap7Ye3l6a/13Bp44vMkG7/cxEyhu+s6uruuo2fBF5oaPxu4etnNb61M0+Y7EXmTiGwFXgHcLiK1nIZ/A3ThvCHuB/5RVR/yxw6V+efLwDwR2QRcja+Z5G3FH/fnuR/4K98G8GfA1X7MPH+O446r/s8HSCQgQsgV0rtt12y3xVL6j8DeBx+nGCSUJGl5N55jRWdfJ7c/fwfrNt9PqZTeX7aad4I6Ir2ngbzoTW5n4xczzXFOo+274JYpyEJV7wHu8fu3ALdM0Wc/zt1sqvFTZv5R1bHDjPkKcFBtblV9EmdfPq4JgoAbN3+aJE7Il9KbE976V2/krs+v4X1fe1/qMb919ZsZ/8jf1cpaGJ5mgiSGdib0FxKCKH0uBQknBHU8vJ2wvOAwvY1WxyLc2oAwHxLms+Vgvfh9r+Xi970205gXrb6Ad62+INMYY2qi8kvQkWeJY8hmgS8AVYKO9MU35zqtvnDWLOY1ZBizwNB5f8/Hvv1Kvpv/p0zjwnfsJHzHPiRopYTnM4cLL25Pm69pvoYxCyw/axk3rL17tqcxJ2h1IdospvkahmHMAqb5GobRwrR+sESzmPA1DKNlqdl82xETvoZhtC4CSYZc1XMJE76GYbQ07ar52oKbYRjGLGCar2EYLYv67A7tiAlfwzBamnY1O5jwNQyjpbEFtzZg/fr1O0Tk6Rm8xCAu13CrY/M8utg8j8yyZgY5o4MJ3zmPqs5oKQsRWaeq5x255+xi8zy62DyNZjiuhK9hGHMP03wNwzCOOe3r7WB+vkeXL832BFJi8zy62DxnCMUtuDW7pUFENovIwyLygIis820DIrJGRDb6x/6G/teKyCYReUJEXtfsaxMrB2MYRqtSCvt1WWe2pP+N/Gr/LeuPZOf2xYHPU9UdDW03ArtU9QYRuQboV9U/E5EzgH/BVdE5AbgLWK6qcda5meZrGEYL47wdmv2bBpcDN/n9m4A3NrR/XVXHVfUpXD3KpsqZmfA1DKOlUeKmt9SXgO+LyHoRea9vW+grruMfawXzlgBbGsZu9W2ZMeELiMiJInK3iDwmIhtE5MMNx/7Y23Y2+FuRWvuUdh8RWeXtR5tE5LPiqyuKSFFEbvbt94nISQ1jrvS2pY0icmXWefrzPuC3zSLyQIvOc6WI/KxmWxOR8xvGtNI8XyYi9/rrfkdEemZ5niUR+bmIPOjn+Ze+PbNdcibnORPo9DXfQf9Zq23vneIyr1LVc4HfAT4oIhcdZkpTVUttznarqsf9BiwGzvX73cCvgDOA1+JsOkV/bIF/PAN4ECgCJwO/BkJ/7OfAK/w/6XvA7/j2DwBf9PtXADf7/QHgSf/Y7/f7s8zzgD6fAq5rxXkC32+4zuuBe1p0nvcDr/HtVwEfn+V5CtDl9/PAfcAFwI3ANb79GuATsznPmdgKQY8u61rd9AasyygL/ivwEeAJYHHD5+QJv38tcG1D/zuBVzTz2kzzxd1WqOov/P4Q8BjuVuL9wA2qOu6PbfdDprT7iMhioEdV71X3n/kak21FNRvSt4BLvNbxOmCNqu5S1d3AGmB1xnkC4M/3dtyCQCvOU4GaFtkLPNei8zwN+JHvtgZ4yyzPU1V1v3+a95uS0S450/Oci4hIWUS6a/vAZcAjwG1ATcu/ErjV798GXOHvFE4GTsX9oGXGhO8B+Nutc3DaxXLgQn8b9kMRebnvdii7zxK/f2D7pDGqGgF7gXmHOVeWeda4EHheVTe26Dz/BPgfIrIF+CROi2jFeT4C/J4/9DbgxNmep4iE4sxJ23HC8D6y2yWP2ft59NCZtvkuBH4iIg/ihOjtqnoHcANwqYhsBC71z1HVDcA3gEeBO4APahOeDmBBFpMQkS7g28CfqOo+EcnhbrUuAF4OfENETuHQdp/D2YOaGZNqng2H3sGE1tvsNWdsniLy34D/pKrfFpG3A18GfrsF53kV8FkRuQ6n6VSmcc2jMk//BV8pIn3ALSJy1qH6zuY8jzaujNDMBVmo6pPAy6Zo3wlccogx1wPXT/fapvl6RCSP+wL+b1X9V9+8FfhXf9v3cyDBJSfZyoQ2BLAUdwu91e8f2E7jGC/Ue4FdhzlXlnnWzvlm4OaG7q02zyuB2v43mXDRaal5qurjqnqZqq7C/Zj9erbnWUNV9wD34G79n/emBPxjzSw26/M8mihJ01srY8KXuq30y8BjqvrphkP/F7jY91kOFHBZoaa0+/hbvyERucCf891MthXVbEhvBX7g7W53ApeJSL9frb7Mt2WZJzgN8nFVbbytbLV5Pge8xu9fDNTMIy01TxFZ4B8D4M+BL87yPOd7jRcR6cD/r8lol5zpec4MSkLc9NbSNLNK124b8GrcHc5DwAN+ez1O2P4zzgb4C+DihjH/BacRPYFfMfbt5/n+vwY+z0QUYQmn7W3C2ZZOaRhzlW/fBPyHrPP0x74K/NEUY1pmnr59PW4l/j5gVYvO88M4z4df4Wx9MsvzfCnwSz/PR5jwZpkHrMX9iK0FBmZznjOx5YMuXdx1UdMbGb0djuVm4cWGYbQs+bBbBztXNj3+N/t/csTw4tnCFtwMw2hhlKQ5Z4KWx4SvYRgtTasvnDWLLbgZhmHMAqb5GobRwmiWBDlzChO+hmG0LAok2p5mBxO+hmG0MNq2Nl8TvoZhtC4KTaZOaHlswc0wDGMWMM3XMIyWRX0y9XbEhK9hGC2N2oKbYRjGscZczQzDMGaFdtV8bcHNMAxjFjDN1zCMFsb8fA3DMI45Svv6+ZrwNQyjhVGz+RqGYRhHD9N8DcNoaczmaxiGcazR9nU1M+FrGEYLY94OhmEYx5x29nawBTfDMIxZwDRfwzBaGAUzOxiGYRx7bMHNMAzjmGMLboZhGLNEewpfW3AzDMOYBUz4GobR2mjS/JYCEVktIk+IyCYRuWaGX00dMzsYhtHCzKzNV0RC4G+AS4GtwP0icpuqPjpjF/WY5msYRouTTGM7IucDm1T1SVWtAF8HLj/KL2BKTPgahtHODIrIuobtvQccXwJsaXi+1bfNOGZ2MAyjtVGdzugdqnreYY7LVFeczgXTYsLXMIwWRtGZlYVbgRMbni8FnpvJC9Yw4WsYRitzJ0SD0xi/4wjH7wdOFZGTgWeBK4B3TuN6qTHhaxhGy6Kqq2f4/JGIfAi4EwiBr6jqhpm8Zg3R6dlTDMMwjCYwbwfDMIxZwISvYRjGLGDC1zAMYxYw4WsYhjELmPA1DMOYBUz4GoZhzAImfA3DMGaB/w+CNyM8ocHMagAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 360x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# point-by-point comparison\n",
    "fig,ax = plt.subplots(figsize=(5,6))\n",
    "im = ax.imshow(dem,cmap='inferno',extent=[xmin,xmax,ymin,ymax])\n",
    "big_gdf.plot('h_li',legend=True,ax=ax,cmap='inferno',s=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f85bc162dd8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# example for grouping by segment id number\n",
    "big_gdf.groupby('segment_id').median()['diff'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n"
     ]
    }
   ],
   "source": [
    "# process raster slope and aspect\n",
    "!gdaldem slope $raster '/home/jovyan/data/slope.tif'\n",
    "!gdaldem aspect $raster '/home/jovyan/data/aspect.tif'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CRS.from_epsg(32611)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rasterio instance\n",
    "ds2 = rasterio.open('/home/jovyan/data/slope.tif')\n",
    "slp = ds2.read(1)\n",
    "slp = np.ma.masked_equal(slp,gda_lib.get_ndv(ds2))\n",
    "xmin,ymin,xmax,ymax = ds2.bounds\n",
    "ds2.crs\n",
    "\n",
    "ds3 = rasterio.open('/home/jovyan/data/aspect.tif')\n",
    "asp = ds3.read(1)\n",
    "asp = np.ma.masked_equal(asp,gda_lib.get_ndv(ds3))\n",
    "xmin,ymin,xmax,ymax = ds3.bounds\n",
    "ds3.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize data\n",
    "fig,ax = plt.subplots(figsize=(5,6))\n",
    "im = ax.imshow(slp,cmap='inferno',extent=[xmin,xmax,ymin,ymax])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize data\n",
    "fig,ax = plt.subplots(figsize=(5,6))\n",
    "im = ax.imshow(asp,cmap='inferno',extent=[xmin,xmax,ymin,ymax])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sample data along same ground tracks\n",
    "df_test_big_slp = gda_lib.buffer_sampler(ds2,big_gdf,20,ret_gdf=True)\n",
    "good_idx = df_test_big['atl06_quality_summary']==0\n",
    "df_test_big = df_test_big.loc[good_idx]\n",
    "\n",
    "df_test_big_asp = gda_lib.buffer_sampler(ds3,big_gdf,20,ret_gdf=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Slope [deg]')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_test_big_slp = df_test_big_slp.loc[good_idx]\n",
    "fig,ax = plt.subplots()\n",
    "ax.scatter(df_test_big_slp['med'],df_test_big['snow_on_off'],\\\n",
    "          c=abs(df_test_big['snow_on_off']),vmin=-7,vmax=7)\n",
    "plt.ylim(-25,25)\n",
    "plt.ylabel('Error [m]')\n",
    "plt.xlabel('Slope [deg]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/srv/conda/lib/python3.6/site-packages/windrose/windrose.py:29: MatplotlibDeprecationWarning: \n",
      "The Appender class was deprecated in Matplotlib 3.1 and will be removed in 3.3.\n",
      "  addendum = docstring.Appender(msg, \"\\n\\n\")\n",
      "/srv/conda/lib/python3.6/site-packages/windrose/windrose.py:30: MatplotlibDeprecationWarning: \n",
      "The copy_dedent function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use docstring.copy() and cbook.dedent() instead.\n",
      "  return lambda func: addendum(docstring.copy_dedent(base)(func))\n",
      "/srv/conda/lib/python3.6/site-packages/windrose/windrose.py:30: MatplotlibDeprecationWarning: \n",
      "The dedent function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use inspect.getdoc() instead.\n",
      "  return lambda func: addendum(docstring.copy_dedent(base)(func))\n",
      "/srv/conda/lib/python3.6/site-packages/windrose/windrose.py:30: MatplotlibDeprecationWarning: \n",
      "The dedent function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use inspect.cleandoc instead.\n",
      "  return lambda func: addendum(docstring.copy_dedent(base)(func))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f86d6b55198>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from windrose import WindroseAxes\n",
    "import matplotlib.cm as cm\n",
    "df_test_big_asp = df_test_big_asp.loc[good_idx]\n",
    "\n",
    "ax = WindroseAxes.from_ax()\n",
    "ax.bar(df_test_big_asp['med'],\\\n",
    "       df_test_big['snow_on_off'], normed=True,\\\n",
    "       opening=0.8, edgecolor='white');\n",
    "ax.set_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
